{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (c) MONAI Consortium  \n",
    "Licensed under the Apache License, Version 2.0 (the \"License\");  \n",
    "you may not use this file except in compliance with the License.  \n",
    "You may obtain a copy of the License at  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;http://www.apache.org/licenses/LICENSE-2.0  \n",
    "Unless required by applicable law or agreed to in writing, software  \n",
    "distributed under the License is distributed on an \"AS IS\" BASIS,  \n",
    "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  \n",
    "See the License for the specific language governing permissions and  \n",
    "limitations under the License."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ve1kGGlXKI_r"
   },
   "source": [
    "# Flexible preprocessing pipelines with MONAI\n",
    "This notebook introduces flexible preprocessing pipelines with MONAI, using the following components:\n",
    "\n",
    "- Dictionary transforms\n",
    "- Preprocessing with GPU caching and acceleration\n",
    "- Persistent-cache dataset, thread-based data loader\n",
    "- MetaTensor to track the applied operations\n",
    "- Inversing a composed transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "EJ3Ob1c7Xk-8"
   },
   "outputs": [],
   "source": [
    "!python -c \"import monai\" || pip install \"monai[nibabel, tqdm]\"\n",
    "!python -c \"import matplotlib\" || pip install -q matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "OBZxTxbpYQgy"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MONAI version: 1.1.0+11.g7de6c336.dirty\n",
      "Numpy version: 1.22.2\n",
      "Pytorch version: 1.13.0+cu117\n",
      "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n",
      "MONAI rev id: 7de6c33656a99087ca3b89a817b0879cf093febc\n",
      "MONAI __file__: /workspace/Code/MONAI/monai/__init__.py\n",
      "\n",
      "Optional dependencies:\n",
      "Pytorch Ignite version: 0.4.10\n",
      "Nibabel version: 4.0.2\n",
      "scikit-image version: 0.19.3\n",
      "Pillow version: 9.0.1\n",
      "Tensorboard version: 2.11.0\n",
      "gdown version: 4.6.0\n",
      "TorchVision version: 0.14.0+cu117\n",
      "tqdm version: 4.64.1\n",
      "lmdb version: 1.3.0\n",
      "psutil version: 5.9.2\n",
      "pandas version: 1.1.5\n",
      "einops version: 0.6.0\n",
      "transformers version: 4.21.3\n",
      "mlflow version: 2.0.1\n",
      "pynrrd version: 1.0.0\n",
      "\n",
      "For details about installing the optional dependencies, please visit:\n",
      "    https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import monai\n",
    "from monai.config import print_config\n",
    "import monai.transforms as mt\n",
    "\n",
    "import numpy as np\n",
    "from glob import glob\n",
    "from pprint import pprint\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "print_config()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gSe4VnSguIVW"
   },
   "source": [
    "# Making a synthetic example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CH7bYpU16xOh"
   },
   "source": [
    "## Generating image and segmentation pairs\n",
    "\n",
    "5 single-channel images and labels in size 64x64x64, saving to the current directory in the NIfTI format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "nlWEPgfLhwTM",
    "outputId": "579abef3-012d-4267-ada8-621bc80b6948"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "generating synthetic data to the current directory (this may take a while)\n",
      "image (1, 64, 64, 64) seg (1, 64, 64, 64)\n",
      "2022-09-21 08:38:33,959 INFO image_writer.py:194 - writing: 0_img.nii.gz\n",
      "2022-09-21 08:38:34,039 INFO image_writer.py:194 - writing: 0_seg.nii.gz\n",
      "image (1, 64, 64, 64) seg (1, 64, 64, 64)\n",
      "2022-09-21 08:38:34,084 INFO image_writer.py:194 - writing: 1_img.nii.gz\n",
      "2022-09-21 08:38:34,160 INFO image_writer.py:194 - writing: 1_seg.nii.gz\n",
      "image (1, 64, 64, 64) seg (1, 64, 64, 64)\n",
      "2022-09-21 08:38:34,204 INFO image_writer.py:194 - writing: 2_img.nii.gz\n",
      "2022-09-21 08:38:34,296 INFO image_writer.py:194 - writing: 2_seg.nii.gz\n",
      "image (1, 64, 64, 64) seg (1, 64, 64, 64)\n",
      "2022-09-21 08:38:34,339 INFO image_writer.py:194 - writing: 3_img.nii.gz\n",
      "2022-09-21 08:38:34,408 INFO image_writer.py:194 - writing: 3_seg.nii.gz\n",
      "image (1, 64, 64, 64) seg (1, 64, 64, 64)\n",
      "2022-09-21 08:38:34,457 INFO image_writer.py:194 - writing: 4_img.nii.gz\n",
      "2022-09-21 08:38:34,526 INFO image_writer.py:194 - writing: 4_seg.nii.gz\n"
     ]
    }
   ],
   "source": [
    "print(\"generating synthetic data to the current directory (this may take a while)\")\n",
    "img_saver = mt.SaveImage(output_dir=\"./\", output_postfix=\"img\", separate_folder=False)\n",
    "seg_saver = mt.SaveImage(output_dir=\"./\", output_postfix=\"seg\", separate_folder=False)\n",
    "\n",
    "for i in range(5):\n",
    "    im, seg = monai.data.create_test_image_3d(\n",
    "        64,\n",
    "        64,\n",
    "        64,\n",
    "        rad_max=10,\n",
    "        rad_min=8,\n",
    "        num_seg_classes=1,\n",
    "        noise_max=0.5,\n",
    "        channel_dim=0,\n",
    "        random_state=np.random.RandomState(i),\n",
    "    )\n",
    "    print(\"image\", im.shape, \"seg\", seg.shape)\n",
    "    img_saver(im)\n",
    "    seg_saver(seg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ABvjqLEJ8-Cp"
   },
   "source": [
    "## A list of data dictionaries\n",
    "This is a typical data structure that the preprocessing pipeline works with.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "24cOhCoskar8",
    "outputId": "50271a98-e40a-421d-b8db-24190eaebf9b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'img': '0_img.nii.gz', 'seg': '0_seg.nii.gz'},\n",
      " {'img': '1_img.nii.gz', 'seg': '1_seg.nii.gz'},\n",
      " {'img': '2_img.nii.gz', 'seg': '2_seg.nii.gz'},\n",
      " {'img': '3_img.nii.gz', 'seg': '3_seg.nii.gz'},\n",
      " {'img': '4_img.nii.gz', 'seg': '4_seg.nii.gz'}]\n"
     ]
    }
   ],
   "source": [
    "imgs = sorted(glob(\"?_img.nii.gz\"))\n",
    "segs = sorted(glob(\"?_seg.nii.gz\"))\n",
    "train_files = [{\"img\": img, \"seg\": seg} for img, seg in zip(imgs, segs)]\n",
    "pprint(train_files)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WogP8nSO6BRy"
   },
   "source": [
    "## Visualize the volumes\n",
    "\n",
    "Images contain spheres with different intensity values, and noise sampled uniformly from [0, 0.5].\n",
    "\n",
    "Labels are voxel-wise binary segmentations, yellow denotes the foreground, dark blue the background.\n",
    "\n",
    "`monai.visualize.matshow3d` displays the image volumes as 2D slices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 313
    },
    "id": "EPhsZCiYlKkI",
    "outputId": "07ad7913-ae7b-44c6-eea6-9396b7a5bf71"
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "transform = mt.LoadImageD((\"img\", \"seg\"), ensure_channel_first=True, image_only=True)\n",
    "dataset = monai.data.Dataset(train_files, transform=transform)\n",
    "img_seg = dataset[0]\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "plt.subplot(1, 2, 1)\n",
    "fig_img = monai.visualize.matshow3d(img_seg[\"img\"], title=\"image\", fig=plt.gca(), every_n=8)\n",
    "plt.subplot(1, 2, 2)\n",
    "fig_seg = monai.visualize.matshow3d(img_seg[\"seg\"], title=\"label\", fig=plt.gca(), every_n=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0rhxUTB08SAO"
   },
   "source": [
    "In this section, we have generated 5 pairs of image and voxel-wise segmenetation map as NIfTI files.\n",
    "\n",
    "The filenames are stored in the `train_files` variable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YYrHuEOD9jGM"
   },
   "source": [
    "# Compose the transforms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FLi7wCT_xxNF"
   },
   "source": [
    "The following commands sample image patches from the synthetic datasets.\n",
    "Key features:\n",
    "- Same set of (randomized) transforms applied to both 'img' and 'seg'\n",
    "- Each patch has the metadata tracking the parameters of the transforms\n",
    "- Transforms support MetaTensors on CPU and GPU devices\n",
    "- Utilities such as `DataStatsD` help debugging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "1UVEW4-e9iU_"
   },
   "outputs": [],
   "source": [
    "keys = (\"img\", \"seg\")\n",
    "t = mt.Compose(\n",
    "    [\n",
    "        mt.LoadImageD(keys, image_only=True),\n",
    "        mt.EnsureChannelFirstD(keys),\n",
    "        mt.OrientationD(keys, \"RAS\"),\n",
    "        mt.CropForegroundD(keys, source_key=\"seg\", allow_smaller=True),\n",
    "        mt.ScaleIntensityRangePercentilesD(\"img\", 5, 95, b_min=0.01, b_max=1.0, clip=True),\n",
    "        mt.SpacingD(keys, pixdim=[1.2, 1.5, 1.5], mode=(\"bilinear\", \"nearest\")),\n",
    "        mt.DataStatsD(keys),  # this transform shows input data properties for debugging\n",
    "        mt.DivisiblePadD(keys, 7, mode=\"replicate\"),\n",
    "        # pre-compute foreground and background indexes\n",
    "        # and cache them to accelerate training\n",
    "        mt.FgBgToIndicesD(keys=\"seg\", fg_postfix=\"_fg\", bg_postfix=\"_bg\"),\n",
    "        # move the data to GPU and cache to avoid CPU -> GPU sync in every epoch\n",
    "        mt.ToDeviceD(keys=keys, device=\"cuda:0\"),\n",
    "        # randomly crop out patch samples from big\n",
    "        # image based on pos / neg ratio\n",
    "        # the image centers of negative samples\n",
    "        # must be in valid image area\n",
    "        mt.RandCropByPosNegLabelD(\n",
    "            keys=keys,\n",
    "            label_key=\"seg\",\n",
    "            spatial_size=(15, 15, 15),\n",
    "            pos=2,\n",
    "            neg=1,\n",
    "            num_samples=4,\n",
    "            fg_indices_key=\"seg_fg\",\n",
    "            bg_indices_key=\"seg_bg\",\n",
    "        ),\n",
    "        mt.RandAffineD(\n",
    "            keys, prob=1.0, rotate_range=(0.5, 0.5, 0.5), scale_range=(0.1, 0.1, 0.1), mode=(\"bilinear\", \"nearest\")\n",
    "        ),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HiIywWJL9QXp"
   },
   "source": [
    "The preprocessing steps with MONAI's dataset and loader.\n",
    "\n",
    "Key features:\n",
    "- Datasets with persistent cache to accerlerate repeated preprocessing steps during training\n",
    "- MONAI's `list_data_collate` function as an extension of PyTorch `default_collate`\n",
    "- MONAI's `worker_init_fn` and `Randomizable` API handles the determinism\n",
    "- \"decollating\" mini-batch so that each data item of a mini-batch can be postprocessed independently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "raxeioEFcKCX",
    "outputId": "64376a4d-9390-49a9-a3ed-6d9b50b56ed3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "batch shape (8, 1, 15, 15, 15)\n",
      "batch shape (8, 1, 15, 15, 15)\n",
      "batch shape (8, 1, 15, 15, 15)\n",
      "batch shape (4, 1, 15, 15, 15)\n"
     ]
    }
   ],
   "source": [
    "monai.utils.set_determinism(2022)\n",
    "\n",
    "dataset = monai.data.CacheDataset(train_files, t, cache_rate=1.0, copy_cache=False)\n",
    "batch_loader = monai.data.ThreadDataLoader(dataset, num_workers=0, batch_size=2, shuffle=True)\n",
    "\n",
    "batch = monai.utils.first(batch_loader)\n",
    "print(\"batch shape\", batch[\"seg\"].shape)\n",
    "for x in batch_loader:\n",
    "    print(\"batch shape\", x[\"seg\"].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ekyFFKolMOQk"
   },
   "source": [
    "The following cell visualizes the first batch as an example.\n",
    "\n",
    "Note the ratio of foreground vs background patches roughly matches the value set in `RandCropByPosNegLabelD`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 537
    },
    "id": "_BbcC1Eh1nkJ",
    "outputId": "5220156a-bd63-455c-b4a7-9d7841a354e9"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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w+Lal3G9knQ5HrAcSx1G5WZ5x4rnUvkR8SO6iMmUoWi2fPD9VxnkqWL+dG4pEqbRwhmccPrd9yoha0T8g6ojF/KzYIkqoJ3YBAAbXUCGTqqMSpvJlTuhwEddhfAb9YCJdvMeTNQwwucBKwdyEOjle+8xKlolKJG5G1GNd8xhDzXr2Ze/tw2fxmtY9TY+Y9qXi8zOb12I4NBXAq75L7ad4hjCikrNKmky1LLZ2zrlV+sVr5F6ZSWVgqUz1cBG3l26kR0zBcj7Qkg28hh1Lub94Dz99ae812j+TF8VfJA/OQxxPQPyaRtR88mvZcSo3OMYqHxlvSvytgpwWhA9zrdnncbid/bTM8H52dC3l/oaH7LNQlJji+xUQ1WCp/E4ViK9Ry+nc7heFTSYo98QMWdMv8Xt4C3+Ahhuo2ImV5JDjKYqiKIqiKJOOKmoURVEURVEURVEURVHyhFEpamrmMWP51ilbAABdC5nqvHP9qQCA9iXMEFpfj7qn6bMxVBKU4yX9LKKERIVUFPIznRvqcStgKl+Me8Zh1QXtVzINnW5h5nPmXcygds+V7HavVJnazRRw6ylSsUdsSopfZqbSZmRtRZoRjxjJ0hd2DHvGYdUjg1KRxXrQlG3uAQA0XsyUdEI8Fqo3iiLJjltej1nPmn5RU9iMdfl2ZlbjlbbUkWcYI1WbOhYFXO2W7nZ7QvTNcLc7UCsqk5GKQKJaKRZVSdiMKC8GpojCos7t8WKx6qK0VByxc9c9R3x89rirLMX2iIpKssS28pf1wAn2W+8atts9l/uth0dh5aBnHFhKaUlbMbP9wyGu0UgzJzVyWCp8dXCM/XWc+5r1km0+TNVAzxyeN1hlqzG5q/HYCmUmR3a+ezd9JpyZHGcmyGx7xUsiKRHlRvlW8bGQSmENazm+dlGElEmFGetJk6jjtSt7yd47bC6QYzpKN7Lf7qUcf1ouX+dixp0si8o4uN0qS8o3QdoXrx5Rn3XNEXXAiN8Ft9tqXmbYez7Kt/OEwlaOv2Ulr09IVAgJJvdRsUmUWYOirJFKQrbyWcHzooCSe6VnlnjBiAij6gU+MwKdIh+70R1Hf62sN/HuMXF+D7Wwnb5FnO/ig/Isa+XERhs5cZ2nUc1R+SfKz9pW8h7vmyoSr2k0Dnm1qpfndIzEW7iVzy47/wVdVtHFAfeK31Zw2Qz2+yJ9qJrP4PzVbOB335CoBU9me4kyHm+fGQP13u/irZpwoJ4HpqZy/KYzCL+cYtd6zzz2Wb6eHled76M/TrqQgwz2iSpJnketF8jzcIP1DfKOIdubpjgmfkbttuKWeGiJ6ufQeYXSr/VAkzWxkIvI3gtmv1XkjK6QgFMkipo9nMOy7daDxq3mKxJFTDoo965cq84FbkXnUCm3x/aI140oOsP7+YyqKCz1jMM+2zoWcb4Dca6Bmue4trsWun2bos2c55r1PK5HKreNrL1ZUiksyfPCrVSDFRyUinTLozlmRMlXHmh60fU9X/9NvaIoiqIox48qahRFURRFURRFURRFUfKEUSlqvjz3HgDAyhD9N9IOM4UfuPwpAMCHd7wbAND+BDOtA/XMQg8XikJm7UEAQEr+bXzHEqoW0mInEZHMYKjH+oDk8BKg9QHm1FLhs+PwNABAspQNFe/neT1zeVz5ZmbXY3vp4WIVOb1SnclmQCOHracMv1s/DutBk01Rh/U74fgGagLSbqn0x8yr9YwJt/L4qPikDEs1qf5ayZozOY5Qp9svw2aIo4dTnnHYqlpWdhAQ7xtb2adkBzOxmQDj6hZVhFVXRA8xnuI9DKDljJiMH+ib7o4htifLXEMYrBblhWTorUKkf5pVyIgXRoE9nlnxQqmAEjnMdnuni8dIqVTwmik+EH5RN7WIAmKrmMhc5Y7Dt0GucdRW9+Fn92zJrkvyOFEucZay35JtAYmvSOKXBmUJJirlWtNyZqRaUS7/oooXOd4O8UKxaoGOpYwvKD5APTPZQMk+q2YSZZHE3zubgYQo0kJa1F+ZgCggZBqGYt5xlL1ChURBr6ga2rkmuuby+7DYU1jPn9qn+Rns471oFTWxRq6NxotLXcdb7yJb7ct43yqIV0oluHpegJ7TeNMV7uIiTMr8JqWKkr1HExVyXaSfQFIqsvW5PYxsNSj7zCko9vao6RIlUfgVHjcUc1eEs1WjuueIYsqRCkfbpOLRQl6/g5eXu/q16yHcLAtGPipf7veMo3wbr0PHIqkmZtdj2I7LSHwS9wLGW7eW7dlKdk3nMj6rjLHPjLKXWSatYxmvV91T1qDKjVXK2cpLjvib+GoTcA5y7Vn/GqvKcc4Ujyvxt7Gv+a2isFA8WYZi3GE9tIpaPUMYuYeGKzgn8e2MufigeNbIr5N9riUquD1ZI6q9ReKP1OZ+xgREkFksleOGRYETbfJ+hkH8nFJl8szx2SpNSWmPgVgvMnutS9dx/wGpgJaWez0dZT8dojS1lejMviYAQFA8xbJJNvN3sbSd7fefz2vX2S+V1aRalH1G9U1hXFZtlYxFXccNFUnc87hI27t5Yv1uXpDqjd5rVMk/spU02dsnWlkzWf0qx49eO0VRlNcPqqhRFEVRFEVRFEVRFEXJE0alqLm0iClKv2Fm7/AwM3ERHzOQP5j/CwDANU98ynVexfNU4PScNgXAqx4tsb3MoNossPW3CHXnKG9kg53Hchq7WihvCHWyvaZVjKPkFbZXs4EZ3o6lTEtbHwabRa97lhnPyB5my9MRZkT7ZjDj2LmQmdCyHd7mMP2ilLGZzZK97D8lHi/99eJ7IaqQ3iVSDWsPU74jVZasAkY8eooPiH9LjJnpVJjtDJV4VwkpbuQ4u+bx+F7xKOibxvHERR3w7uVUPs0rZNWPnx08GwDQ8jivy0CdpO9FDeBPOqjYKnO64RAAIF3tLd2wGXnrJdJ+Cv/n8rM2AgCmF7UDAAoNYw3K5+4E/RLu3MKsTvglLsWS/ZItP5mf5S9w7HaukjHva2KVDf4hq8Dg+S2nUlnytbN+DwCoDnANnVlI5cEdq2YDAH7ZuBIAEPp3xmVVUoFB8Q+SoldWQZRLUWOVJXXrROkgJiRd72R2/IfLbwcARAwb/EMvS+I0JagmCEmJmLXxFQCA4gOiemp0S1Z6ZjK+VI7CLb3TuSaih9x+TEkKQhA4mVKdd895HgDQ8OeUlnzzd5QqpWKMu7CZcRXyVh5RY1m/J+sVU9Saw7NnIT+j+/npDMpalstoK/IMTJHzzxcJ0WP0gKnczHuifQk7lOUzovaw3wdEnWafKdmE2qUSnajW7DqxHjnW18oqZRKiCkkt4bq3PilW8TT7f7iuD11C7xo7L9Y7qHu+t/9HSvxOrDdNIC4qjFniu9Va6NqfLuD+9pW8cNZvarhE/FIK7bi5fe9VpXK+VA4acFfUs4yMs1o6kmlLDwRR1OuudmSfC21ckojO4gNsz3TOTWDA+jbB9Rlpsmoh72tinxkmxBOijXw+Wm8x62tlVWSF8tyMHJbn7FRub5PE8FCpPIfto0qUMbZ6FIz3c9TfK1X7IvLsYYEt9M7kA75ys3h7ibLIXuviRn6vekHUe1aNNcTtwXn8fenqlTVUtIhxFueYj5StxCXPsJelcpe9Z0UpZNVk9pr3zuZDwPp7Bfu4w5/gRR6k8BR9M+T36LQGAIBvaHQePkr+M1EqCVVjjI3J9BTKpcLKtX+iYjtaXOMVx9H6nag4ssl1HfReUxQFUEWNoiiKoiiKoiiKoihK3jAqRU02dQF3tvj9B84BAAQl41fyCjOJu69jurpyEzN5QamWZD1oQo9v5vfFcwAAqZit6uH9/igpGcLVc18BAGwqrgcAJPYy5ThYw+MGzmXKMfo4U6mpJVQzmH38Hq+wVTJ4Xv1DnRI/U6XVG5lBdYx35nOwRioTSea4awHjnXJ2IwDgzgV3AAD8kqbekeL+3ecw+/6NrZcDAKq+xQzyoVXMiKYLOH7r81Igfhw9M7wzwdZzxqoqUrXMRK855U8AgK9WPQcACPsKXOddufBXAIC1MxjP17ZeAQDo3SOqjg4fhkXNY9L1sm3IMwarZLGqpQVLKJ34Us0jAP7/WrGkHfoW3VT7AgDgpXPZ0JX3/i0AoPI5t1LAZrFzVcCy9C3ltXdWcTGuX3ELAKDany09Ybb8Q7Em+bwLALDuu1yrt7aeBwB45caTAABJUVjUP+ldkcxiPVYOXcjP05fsAgD8d8MfAAAzAlyDfsNrsqJqi+v8tMP+b34X1+SPHr0QAFD3FAcer7EKFlEctXtXJuteIFWqxHsltJoKkO3Lf/2a8b/nvd8DAHRkqPD4374FAIC7rzsXALDnGrf6qvIlq1DxNqkJ9tjqUdwf2cdHTt3FvP5X1VF59VelotyS8d+/mPO0M0lflC39VH/9qZlGVeUR8V8SSVf851ynvTO9nx2Rw1KJZy/XR9c8LqhCTgs6lnH/tMVUnb2jntmsK6K8Pp/avwYAsKiElY+Kr5QqYSKru3s/10nkDs6PrcyTzUA1r1/vfPHlapOKbS289/0JUVOISiW+gtehpIJKow82sCzXJRLX1iR9wXozjGODyOqeeJhVqLpnez87bPUuJyDPMvGoiW33I9IsHltSeapvGedsWj1lVSsqaP5SPZvqtIWFvHZzg5zM77atBgDc/zQzgbFXvOeiSJQx8VKrkHGv2YZH2L5VjPTM4nGJ+Zz7uVPotfLehmcAAFviXCNpyT9s6uL3PespKcmltgo3SRw8fGRNN63mPPS38xpZzxy/PArj1eL5JY9XZzl/9y6dzns+ID8QTwVnMf4gfw/Lt3vfK5UviHpqhVTDEr+icLMoijpFMRS2XjXiBybKIuvfZD3PRhSf1dyQkUp23S18zqe9C/kpSk6ys/3Z2y2T7Z2Ti4lSKxzNUygXk6meOFFzMlblytHOn6x4TvQaGW0c2cdN1lo9Gic6nuxx5psCajLjOda+j/dePBqjbT9ffgcmW512rPeyKmoURVEURVEURVEURVHyhFEpap5M8LDpAWYMZwapkrh2D7P9Lz0yHwDglwze4VX0l7BZ22QJ3wcFEsz42UomZu5ybheRgvVECA56Zxx9Tcw6P+rQRCBwgN+LWyULfREzuk+eQh+Qv5t1AQCgJ8Xj/tRB5Y4TEK8ByYS2n8Z4/VJZJtQr2f/t7d5x2MosFcyY/vX5DwEAPlm+R44och2/QjKXSwqoklizkvHNe/+HuSPF7Hoqxgx27BXJLEtWvmKbd9Wnkv087+A1/LzrvO9LP9aXosDrNMR8jO/tEWZa5y+9FQBw61R619z36zNR3CjZ5Hpbmco7M5+oYqw3XPkwAOBvypjpD/u8lTQWv3G/I7QxP37FvwEA3tLxGQBAqNtd0SVR4702ehdwDlYv2AEA+GLd/QCAav9rx5HN2aLmOnsafX1mn7cYAFCyS/wwTqHSo3+Gdxw263/mEsbx4+n3AQCiR5kPyzA473Ye/+Yqfp4+7X0AgPJb2Y71ZOmd4V3lqHS7VLKRbv9mzqP87rD9YJZfR9LhGks4nEdb2e3K6DYAwOzfUL2we4gePjevvxgAMLSbF6Zw2FutMFI1bBdVbS2X8PiPT+c989ZwQvrjfHaJkmeRyPPmBqniuFwUJG1VXLt9oiDpTvN6/Ns7L+I4tlR6xmHVEFYpZn1TkpdQqbL7jP9xzUNnmiqSPlHs/NM0Kq4yIunywe3vcVUpVWw3Vl4GAHjhwFTPOKyqsGKjVYzx+6D4msx6y14AwPX16wAAy0JUfKWl37TjnueloUOu76cV8vxr3vmcjMOuu0+4jivbwXWQLJf5EM+bSEt6xEus92RKR953ChUra2JUPwWRo8SX8LGqtfy8kp/bh2o8Y7Aqp7hULyqQe32oVBQt57O02cA0xlbcQJOaXyy9DQAQMu4qTstDB92B8LGOlNyTLyYaPOOof5LKnR3Xc031zJIKcy3yjMqychlcxrV55XX0d3p36XrX/uw18pHKxwEA983is+T3h5bCi2Qpz7MqxXRIqj9N52fNc9xhK5TFqxhn+3KpoHcW1/LnFj4I4NX56Mzw2bpziOq0jVOnAwD+uMk7DuX1x0T7aeTqL5cawDLZqoB8yTAf7fxjmacTNbbXuzfKib7Gk5jXrTMAABM4SURBVOkzNB5xnOh1YhlrPMeqOhtre5PdzvGsl8meixPV3hs9nrG2O9a1oYoaRVEURVEURVEURVGUPGFUipoPbfgLAMDlc7cCAKJSdmLDy6yYUySCj4YL6V3QEGFFnfVNzNwlB+nbkMy4s8F+Uaa0ncksfmwLwxmKeas3ZvyRGcVEpXi7rGEc17x1AwDgG9XieSNKkp9MZVbaqgiuSbP9TYXMdhdv43G2AkrPXMZTspv9+4bKPeOoX8dM89638z3X6eFdsue133tZFYOtmvXt8+gV88VNb+fZe0skHmZIrUdNLrrncDynztoN4EglzdhYWEBVgvWL+V3V6TC0ARrJ8vbXe6tzhsPi/eFnljnbD2esTBNPm6UXMID9P6J6KjMiHPGeY98gt3+tnkqahhzeOEfDrhXLj//sJwCAz9z0IQBAkMIQRA56xzFURrXB+2qoyIn6XvuaWCVJUpQs9jMl2fghUbY8uOLHAIBz93waABCjYGdEjfb/4hA11qw/49p4W4T3ZtCEXcfZ8VolTTzD73FZekNiEjQ9QDXDrCBVYa3LuVZ/G+Mb4eFHvauCWZXcwc/zf146nR44dl7s+Psd3ss9GTtu7/kt9yVcnzauf15wJwDg/rolnudFWjkuK8JInkkVxVdOul/GzXu6Uz7jjreCJVtJYwlL+amvNfyR50+xj9YvuY6zlY6sD0y8is+EwWl8iJ4lqrzloqRJ5CovlgOrMpka6HF9ZmN9TorE/yQ5xDg6TjIYjjDIey/8zpj6tmTP0aKCZs/jrEqufLNVrojfkfwuDFaLWu88KlIuLubzPVtJczSsAmhl4QHP/a0r+Kwo2SneL3LLFvTKARLeYD37vW4RlTTvKn3Os71ca+Sy6MsAgEvmW1+qb7n2x+tl/An3mktVcW20L6HiJ17L/csu2g4AuG3K3Z79Wey9cnrhPtfnledvlCM+95rnK5PPWL1hcu0/UXFkM95KlVzkix/KZI1/PMkXZc1Y45gof47RMlEqrqPNT76pyfLtOllOdFz5Nr7XM/mipJnodlRRoyiKoiiKoiiKoiiKkieMSlHTcAvlDI8uOQ0AkJaMY6FkRP0rqKAxki7e2EIvgMReegyUdnJ73wwenyplhrN4J7O49Y/yfdFgBY/zeReywcAUmr2kbFWkQmYarZKmR/wtLNaLxaoGLq1iRnNvF5UyvbPZb8ULUkmnRTK5LIYEk/H2/+iexe3+QcabHuP7LlsJ6SIfPXC+WUQ1Qb90Z/0zOlcyu1/9hHccAyspp/j1rEfG1H8unk1wntKRzIi/kPWLSA68drmllUV75f+OT1FjFRYXVdAb5ftl9D+yFUwyOZovmkGFRKeYkTR4H5YTu0asR4lVP50va6znHGalS5/g4s/kunPqE6Pqz47TetJYJc2AbE/ZAmlyfFCm/4a30Pfj1gwr69iKMP9vPLz1UFLAe6LM71bS2P7jDtdYX8bGwf25FC1WYXJVjKqC2Dy2/1PnTM/j43Vs0ElyDW8c4vydJ88QO/4e6T9Xv0ej3s/rHwsMeu5vXc7radUKs6ro7bK6iFXKUuD+XEqasWIVNtnEq6X9IPuz6zlaTanWqWEqanrk2TNW9cho6Z7HeR4qY/uFrYwn1A0MLOBzpS3DNVPle+1KZ8eKrZ4UaeY91ny6LZ/EDzOd/Z4Tobqu2Hh7dR0vVuUUFV+uVIRzYyu4JcSz5563ffuE9JdLcWMr2vmS8lV8nwq6xQdKqj5VX0Nl0AdrHz+uOOw9o7z+yJU9z5fqGkc7/kTFeaKy35OtGjke8iVj/2ZTjkz2msmX6z5W8jXufIorX2LJlzje7KiiRlEURVEURVEURVEUJU8YlaJmsJrZ3YAoSBy/O9ucTHD/YVPi2h7db98D8bzq55kR7J3G7G3aFkcSb4Lec6lGqLzX29ejsJNZ6gKRF3S0ScWXzlkAgKtLXgLwqs9JNs+LpKevlx1H9wakXWZSBysZVyommdR0jko2tipHhOOp8DGLn3ao+MmuaJSLpjT79fvYjvVEGBK7j4r1nNehqHccmXb297W2RQCAL1e+PKb+s1lcIBnrYAbJGOcmtpOb+r2L2MCRyiTPJ2YAAFaIt8axYmPfOchKMQGpklN8ULxcSrzHNtDNa1qcQ8mQC6ugsYqalChN0rJm9w+Lt4nPrn2eF+z3zor79zCOBed0yRbvtWiVJNYbJpGlpLHeJH6b7pd7JGjlZqLc8e93VxizJGp53EVlWz33W+KjVNJkY30/rDdRdUm/53HWw8jppSogYkRGIcorW10q/dp2TKNmTckLntv9g7yHYnsYd/vZEW434tHivHYloxOFXcfFe6mgaT2V0qdVDfQSWh6iOrEtx7PnRFG+VRRV1VzQQ6Xc3j/NwYdOpr/SeClpLK3ncI1GX+Fa8IsYKt7A2GZU8R4qHCcljSUjvydDxVz7BX3yrIlJ9avZ/L4zxYpic4Pe1QCPl5r17KdzAa+J/T2w1f2s31M8xflSRcybj9Fm8Sc66z9WZUu+qBKUE8d4e47ki0fN63XNTrYnTPY9ny9qjXyJQ8lNvl2jiV7DqqhRFEVRFEVRFEVRFEXJE0alqElFmHEM9Uj2u1CyvZIFT3WLkiQgmcg4lSDOKfzH9laNMPJv8MWcwBykcmawku+Los9QIRMY9PZl6JrLTKKR9HuxVOn4T7wFABA/l/svirKqRkeGWfNNcfqcPC/eOdPrOgAAjYEy9l/LOKK0q0BAfCz6p3tn2Uv2cVzJMp73uQXvAADcOIOVZ6YHeH52xR+r2mhPM3X8ry2Mu20rTXHSC5g5LdnBy5ISJU3fDO84ovuYeb0teA4A4OrL6BuyIDg2Zc/eFNUQ/yLxAMBQMfsOt0rfOZQWgR5uzzhWmcDsd8h4++qMlpAoR1JSvSgglWAK+r3nwtfLOftC458BAH4189FR9eOTd5VpuJU4flmsLya4ZpwWXku/qKn8KW8JyMrV9Na56qUbAAAblv/a87gAbGWzYemfpKTfESWN0C1mJl0prmnffsYz7LaeGeHa01mR5qtPsaLYey+/xfO4QlkjcVGU2H5H69GyTCrp3Fe42HP/bW/7IQDgr372UQDAwWH6Q60I9Ut/J1Y5sm+Y9/TJWduv/fPHAAC/vGsVAGBBlHKFDlGu1I4UmjtB0p4cDL+Xz56mx3jPW0udA3HG3ZRmIEGMr8KnbQXHXSUqx9LdXIGNq/2I+b19fk404b18RiSkulOmgJ9WFBfySzVAa9oyTiQ59UhUin9QIe8Jaw9UOYfXbLyUNBbre1X9Ap+hgxVcCwOyODtXcvvP5tw1rnEor38mqhpUdjuTlS3Ptyz9RPJGH/uxrtXxmpexeuVM9vVR9Zqb7PmY7OszmejaGBuTtUZUUaMoiqIoiqIoiqIoipInjEpRE2lmajEjSpHCdqkEVCYqh05m/M5Zzool/1T/IACg2h9xtdOVpudByLDbX/ZNAwDc1cq3ee3fnwEACPZ7K2oqtlDOEOiTDKsknYMD9Ma5FcyWP7eY7Xyg/gkAwEfK6FvxqYqXpX9mclvT9Ik4OMzvH9z8Hrb/W2b9Czu8s/3NZ1DNYD0D9j44EwDwtgUfAwB89tQHAADvKGa1kqCoJMI+9mOrPn297mF+XstPO1/znngvAKDoGR5XudE7jhHFjyiWvrB/DQDgllm/dbV3NOoDVOBkRDXz0dPX4gf+8xnDvYy5YMBbaXDGBVQv3XHoVNf2D8YOAhi7X85X204CAPxqC9vz1Yg3Sx/noKjN24PmQxey8tUtm88GADROpWKj3EclStjnXS7KZ6+N4f6gj2t52xDX6nN9s9lvM8cRjHPOc1V9+kQd1/577v04AOB7s2ju87HSg67j7Lz4RblSKMqSjCg6sgU7hZLeH6kwdhQhyo01fPP7x1IqXa7efREA4DezH3b1b+/FoHjHjNUrJuHw/Piw9/za6k7LL6NXzqc3XA0AePv5t0n/Qemf93QKY1P0ZDMr0Om5/fOVmwAANVf3AABuXH8pAODuCmpvbNWyGr+3186J4vbFtwEAbqq8GACw7Vu8Ppt3cJ08XEG/qcuiL49rHOvedTMA4MK5HwQABB6iSU0g7mBHvBYAcG7RrnGN4Z9u+G8AwNe3Xw4A6NpPaYutdlRSwOd9Z4aLqNw3uopqY+X6d/J5/WAL537PpikAgJr13N86k8/RJwfnABi/ebnmHxhHuazBr66jGq7iWd4jvn7ea3d2rQAAfKTy+Ko+KW9cjpb5y7X/eDOrx1oF6kT1f6zZ8eON40Rn5Y9sJ1+8WY7GeClIxpr1zzeVwERdj9He82/UdXK8cUxW/5Z8Wa+TwXj9Hr1e48hGFTWKoiiKoiiKoiiKoih5wqgUNR2LeJj1MQj18rNsKxUpOz7CyjNfrGVGsNrvXemmzO821Hh/rFk+7wcAXPe3FwAAXrx3oef53XOp/EiHmGH1Dbkr8dTNbgPgpSjxNvKw+6XwCZ5a/nMAwK/n0Zfk379/ted5QVtswxbkkVn0b2Jc/164GgCw6NRDAICzQ9b/w/1eLJfi5fGzvg8AWL+Cme2v/OS9nsf5hsTPpI8BHH6Wyp6zLvprAMC8+hYAwPumrAMAXBvt8WzHqhp+MpXHJZ0U/vJCVtD65Ly3AgCe3jjf89xDA8zE79vFKk3fffRKAMBt57YCAO4++b9cx5f5uFZyKW2+XMl+P7eKKqibOvgm8869S9lPl/e1PCeyAwBwR3Q5AOD8pzgHNyx+BgDwxcodruPTjvuaWIsS6yO0Kcms+mnFrMYT+XMqPrb01AEAth+q9YxjRYjKksWXsr9v33MFAODkq34AADi1gMoVq/ApskoeUcwk0uwnIYv65mYqL3b3sOJMaSH9Q844n0qmaUW2utQnPOP50sn3AQC++/VrAAC//+qzAICLi6g8sYqamE8UO1KJzCp2rLIlLou8O8Pr90gvlU8v9XCeGntinv1bbp/xGABg4f30qvmLGecDAD5bz3t/vvgqNQ5z/OmjSYayaEqzetLOJK/LSVn77Rq/PrYPAHBzJ7//6AH6Mj28rBEA8NO5vwIA9GWO7x12Ksc78LB4ANWE6JHz8OWc74JmxnP7npUAgMp53L9SPIBONNab5zMLqQD7WZRKtNQjU3DPbs5eWZCqsqtKNo5LDPODfEZ85yTO+W3V5wIAHl1HldO2Nj5THi/m70Guil7HyxXRza7P75Xwd+iBFJ8lRS/ymXPoJCp+UkWirjvBPkKXRNwV2t6/ktW3fpo6DwBQ8yT73XdKBQBgTymVn7lUZMqbj+PNTmuW+fjimAyVQC7Pjez9E814qoyObP9ox4+3V81omahqVA9NTAHLE0a+KWvyJY7J6Nsy2QqSbPLt2kx0HKqoURRFURRFURRFURRFyRNGpaiZ9gcqVfoWMoOXivD9zu530hvm9tXfAwDMDHoraUbLL2auBQAs9HsragJx8e8IMxs8VMHPwVq+Qv6snD9ab5ZsrLrgPcVU+nzvYu8qHwV9jMOf5GdCvHp6Z/P7Y2dQPTEtYOfD+32YVXUMS82fhEP/lbD4pFxQxHk/ZY23X4X10IkeFHUIi4Kg5EmppnUVs/QrQ4fkDO/rYys19WWGJA5nJFf8zYa7AQAHa20VpU+7zt2zvxoAMO9nVHokaqi46O3j9tN3fAoAcP2FjwEA3l/6JwCv+vRY4tJ3j3zKpca1MR5/9TJWtEqNVJ/6vOv8tjTXYlcLP+se4Rz+tIXZ8XsXUiWwpKIJAHB+jNWZrMrIKmm6MvTBWFlITxmr7BhRNkiFGMywPX/Rcxyry7cDADbW04fpO4foERMLsv0P16yVuKkEWSQVZZ4cZMOdac7PqSX7AAB/UfU0AKDeb+Vco2NVEUuZ9X3xjwBeVTF8t4sKpdPDVAz5RFnUnaZ64NFe+nWUBaiqsNchLP2/vZTX4yq5nuEZ1jvoH139ZyuXvnCduwrWB7bQF+riKdtd268o4RtrW/GnLcO4IuKlEzZur6IqP9V9peI1k027+FF1ysKuPYnz8PjJvwEAzH/s/QCAc/dQmXTREqobPl5DTx/fGKtBZXJ47FilzpoY5++eSq5LXzUD6+ridf/G76iAuuWdfJZU+AaPKY6eTOg199t1/WCEXjkHauvgtHCufzZ0JgDgnDPptTVe/j3We2ZF8T4AwIvzqNLq3MXfm590UGlTeDqfU+Pt37OmnGu64lKO986f0/vsl9voDROfRxXcDeXrxjcOURC1r+SauLuYSqPOJiqN7gvzHv5Y1dpxjUPJf96MFUsmkmNVTxzr+WM5d7yz38fq95NvcU220mi8+xtt+7nUE5M9H7nWyxtFETZaHmh68U2vIMkVR74w0fOiihpFURRFURRFURRFUZQ8wTjOGMu8KIqiKIqiKIqiKIqiKOOCKmoURVEURVEURVEURVHyBH1RoyiKoiiKoiiKoiiKkifoixpFURRFURRFURRFUZQ8QV/UKIqiKIqiKIqiKIqi5An6okZRFEVRFEVRFEVRFCVP0Bc1iqIoiqIoiqIoiqIoeYK+qFEURVEURVEURVEURckT9EWNoiiKoiiKoiiKoihKnvB/NUkv4Y3z0HIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for item in zip(batch[\"img\"], batch[\"seg\"]):\n",
    "    fig = plt.figure(figsize=(20, 30))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    fig_img = monai.visualize.matshow3d(item[0], title=\"image\", fig=plt.gca(), frames_per_row=15)\n",
    "    plt.subplot(1, 2, 2)\n",
    "    fig_seg = monai.visualize.matshow3d(item[1], title=\"label\", fig=plt.gca(), frames_per_row=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gMh_6z0SNaBa"
   },
   "source": [
    "### Inspecting an image patch of the first mini-batch `batch[\"img\"][4]`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YGqTKopuNtKg",
    "outputId": "c89208ca-649e-4afa-d178-d76cbdfd4da0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "monai.data.meta_tensor.MetaTensor"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_patch = batch[\"img\"][4]\n",
    "type(img_patch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-enoJWBNmFSs",
    "outputId": "9eba8996-3ba8-4c9f-fb8b-c41d5830961c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda', index=0)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_patch.device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "qMGd14bILtKU",
    "outputId": "3d167e6a-d13c-4b98-e84a-6cfc720e25dc"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2_img.nii.gz\n",
      "(1, 15, 15, 15)\n",
      "tensor([[ 1.0585,  0.4884, -0.4300, 37.9815],\n",
      "        [-0.8754,  0.9907, -0.6870, 33.0019],\n",
      "        [ 0.0804,  0.7392,  1.3646, 22.7100],\n",
      "        [ 0.0000,  0.0000,  0.0000,  1.0000]], dtype=torch.float64)\n",
      "tensor([1.3760, 1.3291, 1.5872], dtype=torch.float64)\n"
     ]
    }
   ],
   "source": [
    "print(img_patch.meta[\"filename_or_obj\"])  # original image\n",
    "print(img_patch.shape)\n",
    "print(img_patch.affine)\n",
    "print(img_patch.pixdim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vAacqDTre_Vt",
    "outputId": "b6c86ac0-44d4-4ae8-dee3-bd5c1ece87a2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{class: 'Orientation',\n",
      "  extra_info: {'original_affine': array([[1., 0., 0., 0.],\n",
      "       [0., 1., 0., 0.],\n",
      "       [0., 0., 1., 0.],\n",
      "       [0., 0., 0., 1.]])},\n",
      "  id: none,\n",
      "  orig_size: [64, 64, 64]},\n",
      " {class: 'CropForeground',\n",
      "  extra_info: {'cropped': [5, 2, 5, 5, 5, 7],\n",
      "               'pad_info': {class: 'Pad',\n",
      "                            extra_info: {'padded': [[0, 0],\n",
      "                                                    [0, 0],\n",
      "                                                    [0, 0],\n",
      "                                                    [0, 0]]},\n",
      "                            id: none,\n",
      "                            orig_size: [57, 54, 52]}},\n",
      "  id: none,\n",
      "  orig_size: [64, 64, 64]},\n",
      " {class: 'SpatialResample',\n",
      "  extra_info: {'align_corners': False,\n",
      "               'dtype': 'float64',\n",
      "               'mode': 'bilinear',\n",
      "               'padding_mode': 'border',\n",
      "               'src_affine': tensor([[1., 0., 0., 5.],\n",
      "        [0., 1., 0., 5.],\n",
      "        [0., 0., 1., 5.],\n",
      "        [0., 0., 0., 1.]], dtype=torch.float64)},\n",
      "  id: none,\n",
      "  orig_size: [57, 54, 52]},\n",
      " {class: 'DivisiblePad',\n",
      "  extra_info: {'padded': [[0, 0], [0, 1], [3, 3], [0, 0]]},\n",
      "  id: none,\n",
      "  orig_size: [48, 36, 35]},\n",
      " {class: 'RandCropByPosNegLabel',\n",
      "  extra_info: {class: 'SpatialCrop',\n",
      "               extra_info: {'cropped': [27, 7, 12, 15, 15, 5]},\n",
      "               id: 140679513196176,\n",
      "               orig_size: (49, 42, 35)},\n",
      "  id: 140679519398352,\n",
      "  orig_size: (49, 42, 35)},\n",
      " {class: 'RandAffined',\n",
      "  do_transforms: True,\n",
      "  extra_info: {'do_resampling': True,\n",
      "               'rand_affine_info': {class: 'RandAffine',\n",
      "                                    do_transforms: True,\n",
      "                                    extra_info: {'affine': tensor([[ 0.8821,  0.4070, -0.3583,  0.0000],\n",
      "        [-0.5836,  0.6605, -0.4580,  0.0000],\n",
      "        [ 0.0536,  0.4928,  0.9098,  0.0000],\n",
      "        [ 0.0000,  0.0000,  0.0000,  1.0000]]),\n",
      "                                                 'do_resampling': True,\n",
      "                                                 'mode': 'bilinear',\n",
      "                                                 'padding_mode': reflection},\n",
      "                                    id: 140679519398480,\n",
      "                                    orig_size: (15, 15, 15)}},\n",
      "  id: 140679519398416,\n",
      "  orig_size: (15, 15, 15)}]\n"
     ]
    }
   ],
   "source": [
    "pprint(img_patch.applied_operations)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "q80edfgYVsxX"
   },
   "source": [
    "### Write the image patch and visualize with an external NIfTI viewer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "wTIGUwtrOim8",
    "outputId": "54f0b1e3-1f0a-4329-a0b0-054524df878f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2022-09-21 08:51:09,349 INFO image_writer.py:194 - writing: 2_img/2_img_trans_0.nii.gz\n"
     ]
    }
   ],
   "source": [
    "output = mt.SaveImage(resample=False)(img_patch)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UiX1sbjfRckC"
   },
   "source": [
    "The following figures show:\n",
    "- slices of the original input image (in gray scale), and \n",
    "- the image patch `2_img_trans_0.nii.gz` in the original image space.\n",
    "\n",
    "![Original image]()\n",
    "\n",
    "![Screenshot 2022-09-21 at 10.06.47.png]()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Doa85XTgK0SW"
   },
   "source": [
    "# Example of inverting a composed transform\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "46-GwOh5K3dC"
   },
   "outputs": [],
   "source": [
    "monai.utils.set_determinism(2022)\n",
    "keys = (\"img\", \"seg\")\n",
    "t = mt.Compose(\n",
    "    [\n",
    "        mt.LoadImageD(keys, image_only=True),\n",
    "        mt.EnsureChannelFirstD(keys),\n",
    "        mt.OrientationD(keys, \"RAS\"),\n",
    "        mt.CropForegroundD(keys, source_key=\"seg\", allow_smaller=True),\n",
    "        mt.ScaleIntensityRangePercentilesD(\"img\", 5, 95, b_min=0.01, b_max=1.0, clip=True),\n",
    "        mt.SpacingD(keys, pixdim=[1.2, 1.5, 1.5], mode=(\"bilinear\", \"nearest\")),\n",
    "        mt.DivisiblePadD(keys, 7, mode=\"replicate\"),\n",
    "        mt.ToDeviceD(keys=keys, device=\"cuda:0\"),\n",
    "        mt.RandAffineD(\n",
    "            keys,\n",
    "            prob=1.0,\n",
    "            spatial_size=(32, 32, 32),\n",
    "            rotate_range=(0.5, 0.5, 0.5),\n",
    "            scale_range=(0.1, 0.1, 0.1),\n",
    "            mode=(\"bilinear\", \"nearest\"),\n",
    "        ),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3kTMFtahO7Mf"
   },
   "source": [
    "## Run the preprocessing steps\n",
    "\n",
    "Construct the loading pipeline, and fetch the first batch as an example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "EM6PLQkXK_Tn"
   },
   "outputs": [],
   "source": [
    "dataset = monai.data.PersistentDataset(train_files, t, cache_dir=\"./cache\", hash_transform=monai.data.json_hashing)\n",
    "batch_loader = monai.data.ThreadDataLoader(dataset, num_workers=0, batch_size=2, shuffle=True)\n",
    "\n",
    "batch = monai.utils.first(batch_loader)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oB4bmUtIRBt5"
   },
   "source": [
    "## Visualize the transformed samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 289
    },
    "id": "lU5b6QHTMTqi",
    "outputId": "d26bfd02-9b50-4760-d863-ba7d22b9a47e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for item in zip(batch[\"img\"], batch[\"seg\"]):\n",
    "    fig = plt.figure(figsize=(20, 30))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    fig_img = monai.visualize.matshow3d(item[0], title=\"image\", fig=plt.gca(), frames_per_row=15)\n",
    "    plt.subplot(1, 2, 2)\n",
    "    fig_seg = monai.visualize.matshow3d(item[1], title=\"label\", fig=plt.gca(), frames_per_row=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cUfG6slMPLgo"
   },
   "source": [
    "## Invert the preprocessing steps\n",
    "\n",
    "- Requires both the transform `t` and a dictionary of MetaTensor `{\"img\": item}`\n",
    "- `item.applied_operations` have the tracked transform information\n",
    "- `convert_applied_interp_mode` can override the interpolation mode of the inversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "TaGTuBaKLR5A"
   },
   "outputs": [],
   "source": [
    "output_batch = batch[\"img\"] + 0.5  # this is to simulate a fully-conv. net inference on batch['img']\n",
    "\n",
    "for idx, item in enumerate(output_batch):\n",
    "    if not isinstance(item, monai.data.MetaTensor):\n",
    "        item = monai.data.MetaTensor(item)\n",
    "    item.applied_operations = batch[\"img\"][idx].applied_operations\n",
    "    mt.utils.convert_applied_interp_mode(item.applied_operations, mode=\"bilinear\")\n",
    "    with mt.allow_missing_keys_mode(t):\n",
    "        inverted = t.inverse({\"img\": item})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `inverted[\"img\"]` is now an image patch inverted to the original image space. This is useful when the pipeline outcomes are sensitive to spatial transforms, e.g., for computing evaluation metrics, test-time augmentations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3s_Biqa2R0Mc"
   },
   "source": [
    "## Compare the inverted results with the original input images\n",
    "Some of the transforms are lossy, the inverted only partly matches the original inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "3TVHMlmZOTqT",
    "outputId": "7976e412-0b06-4150-9a96-bc72d9b1f2e8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original filename: 2_img.nii.gz\n"
     ]
    }
   ],
   "source": [
    "original_filename = inverted[\"img\"].meta[\"filename_or_obj\"]\n",
    "print(\"original filename:\", original_filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 313
    },
    "id": "fJcKbChbMv8Q",
    "outputId": "432dbe62-e6e7-4493-9a9b-74f3239a753e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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S/28bukth+BPHiH51D5yYpLKyg+mdKgCJK/sZet9+mhEfWkUi8iUSWzTafjFHtUWQWu+l0KMibZL+HxVoOVzDuSAYvcGHohuMvWmQ4FiDyVf24LvrIK5Ug/RKJwDOdIP067Yy+Y716C6Je17Scu84uX4H5U5B6MAibbvL+MdBrYKWVxh5aw/Ekyxs8rK43IZ2Ik56lUb7wzmG/2ORkTdEmLlIpfWJMu45wfBX4kT2S0IjFRBgKxt0/londm8O7BreQ/NoZcncZR0MvG83xS4F/48P4F4wSGx1U1gbxRkvoDw+gjAg+FiK7nsbRB7JoFSbiEyesQ9tpPOOKQyfh/7PHiI0UqflrhEyL9vIxIv8+Meg//YiituNfJoxKyvgsVgsZzVht6O7VMY+uZ3+b80we1krrQfKCB28UxLpceFOCKodbrpum2b2mh46dlVxJeskNrupBw2U4T5ERxTfbIOGR9B0g1Zo0HVfGaWm03NPna6bHsd5YIpyh5P0KgX34TnUGrTdn6AaFtiOTuGdqlJu12is6mXkDRHCR3XqYZc5jDTQRWq9l47PPYpjcpGOzz0KIxO0P1Jn+Ft5uu5ewBMXSJvK8pvmSb5uI/ZkidZ7x5HNJiNv6UK6nSy8eTvVq8xgqe3BNNVWSTVsZ/aqDipt5kite06QH4SZy1uZ32aj6VIhm6e+aYi5cwXO4/OMvbYHMZ1g6CszSA1aHkkw8YoOktcup+5XyfcqTF7pouueNLpDwXVigdgvmyjlOrXw0n6PtTL66ghte2pklrsYuyHEwDdmqEXdeH91ArVqbk+h245UBGJqnsx162k5JFGrBkq0lepgFN9tj9G2K0dgpIAzJfDf/AjBXTM4prNoJZ3FlWYA4czqVENPjmjUwg4Wt7Uj9x8he+16kpf2MPC+R4j9aIrSuhjqcD/Jnd0U+j3Ez3egD8ZQOttBs1FuVclsaKEe9bLsS3EG372Lvh+maAQkNJv0fv4gPbfO4J7Kk33xWgKjJXq/N0t2e4xyVMGdMKj7oRCzkb9kGZPv38r8a9Zjz9QYvrlEPSQxNEi+fhO2bIVcvwKGgTsuyWxpp+enOULHqgTGdJS6YPIKP67jCbp/NMfAD8tMvtCJJy6xlZrEPvkwM3+xHvvBSYRutn1uuxP3gk708Qa2kqDlYAlsNvIDoNRg8iWtzF7kJnr3OM6UJHTcYOjbGeKvOodaUNDz3UmmXzVE978dJb3WD7U6rY9L+n5SZ3Glm5YjVU68uZOF9QLbkUnad9dZWG+jElYRhkFxTQfH/6KT1DpBpV1QfslmnClJ8sYN+B+bo+kCz0+fQJRrVC5ZQ8tthykNh1FrOjNXhBGLOZKX9zPwwT3ktsWYf16YhetWkVrjQHZGCN/6GLYKtN8zw+QLfchmk3rgqfsCK+CxWCxntdx1G8CQLPvMGM32IF3fG2PmYg/+iTqt/7GHiRvaiN2VZO5cG3o0SKlLMnuhE3s8h9KErl/oEE9QWBtFy9aohc3hDSkgucVNpcOJMCSiv5vJ1w2R71OxlQFVwZGVNFt9ND2S5ooeMitctDw8T/wCN46MoBZQSG50MP+mTUxeHSK3TFK5ehNGyEv6dVsRLhf2e/bCsTGS57diz0lyG9sYfW0HbbtyLGwLU9zcQ+Ilg3Q+pCMqNaL/to/4+WYAMHtZq5lRsUHn/Rk6H9SpB2zYC5Len9aJ/WwRV1JQbdEonNfP1KUOln0tw/wVPfR8dBdjbz+H8Vd1o+WBfBFHGqI/PE5yC9RaJG27DfSjo7juP0hiZyeFbhvNkJvBr81QH4iQXmeegU9drhH9VQLfFBRXt7Owzs7I+5fTcU+c+e0Kig5ascn0G8/BO1sn9MsJZi7SSFwao+lWmfvzzSiT8yyu8dPxQI7Ma3Ywe00vxuQM7t0TxH5VIXSixuyFCp7EkxkeW1kn/MAEpeu2IgU03YLxj28HVWFhvUbi+RGqEUGhW0F3SGypAnrAw8wLWggfqxDal6LQ7aA60Iqtv5dKT4DB7+bI7lzG/I1riF/VxdxFLSS3wPjVXiZeESP4yCwdX9yLb7JC7JdltJLEf/8JGj6Dzh+epNzpIr3aS/ggdNw9iydhUO7107anxom39tN2yxFygwqTVwZIrXWRXq3iTEn6v5dEn5vHmI5T6HMx+N0c4aMVCr1Oqi/aSnRvjcIFQ6czXGoNKmEV1y8O4h+Dpkcje243WlHgnpe4EpLAqMH81f04cgaBW/Yiak0670nScrTJ1Ct78cYNsGtEfj1PrSdMagMoNZ1S59LwKBB5zABVwbnnJGoVFldDen0Qz/EUnmmFgb9/AkcafA+NU4oJ2u+eJnFpjN5b55l890bKy1opxGxkrlqJ58HjTFzhpPv2JGNvHiA/AFPv3Yr/SIbOO6eRNmjfVYDxWbLXrqcWlCw8v4v+7yVpnruKrvvKT9kXPG3RssVyppGvbkZoBkKRGE3F7PV18yFqCmpNIAUIiXmmIUAqoDskUjMQniaBYJn+UJp+T5p2Rw6Vp64P1hHkmm7GSq3sOjKEqClIhwEG5voViWgoYIBUJWgSu79GfyRNzJ2j1VHErdTRhI6mNFGR3LPa/4zbfuIL28wnhkBpgLQtre/M0wYJUjHbI6Qw3z/FvtQRNwUYgnAsy2AoTa97kVatiCKWOiokOoKGYaOoO5irBZgpBZnL+SkXHMiaChJEzRziEE2BkOa+NlSQmjTXK83nCBBOHc3VwOOqEbn6+DNu+3NZsVMhvcbO0LQP9fg0s396Do4cOOMFkq/eQv+346enzS7z4FwQdP/rIYoXrUCqgALjb1tF/60LGG474SM6+T6VzHIXUoH0OSquBYW2IzP0fr9BPRYkfr4TPZ7Akesgs8LN4HczVLp82IuSmas76b11DlEso3dFKMfczD5fwX9SIXQcfI/PI7M5IrUOahsGsD96jNTL1hL55mPI1UOoi0USW9tBSkJHyyyudIOE1GobjsUIJ9/ZTfe9TXgP6E4QBmhlg+T2IIU+6L7XLJh27B/j+AeW03NPHccvHmf041vouadOM+jCnTJQXC4cWWh7tIQtVSR1+SD+qSaJ65fjmTa/c567HkduXcXsuV4C4zq+4xmaITejb4gROAG2qiR011FaK1XmXr8JwwF1v0L3V48y/cZzGH9ljMFbCyS2+Zi40s6yjx1m5vWraG+0M/ih/aRetZFSh0q5Q5K4bhnCAKVcI7sChr8cJ/6GTdTC0HJYxzuSY/AHBtVW++nPsxbWsC2k8ExFGH2Fh5YDkqGvzpO4JIbQIXiijuPgFON/Poxvwpxn/vwAzkXJwjo3WsmFa1FnfquD3kMVpl6gsuILZfw/HMUvDWbfsRWhw4p/GCd+3SDeOZ3m7Byq18PkpR4cGfDN6Bi5PL5xheyF/ShNiTNr4EpUSV4cI/L9wxjD3SS2Bxj6/CjVrcN0fXwXibfuoP2Xi0xfFSY/CLorijMdQa1Jwg9MMPL2ftSqoGNXA9doCmNimpkPbWHwn836LaUJ0ftnIdKKJ9EkudFB9x1JPDMetNlF0A1G3taDZ0bgTDcZ+9gW+m8roVSbeB8aJ989jD1vMPKuQdxzgo6Hi/TfpjP7PA/hYwb2mUUG/maGzI1bWbh6Ga3fPUD4WJOUZsO12GT0tW0MfmQ/U3+1kd7b0xidEaL7G8hymeivFkhc3IZuN/un9p/H0ePz1M5bjSspkDNzaIUoQhdEDlRZ3BAmdChH9NYjCJ+P+VesJrtCMvRXu7D1djP6hi6cKUHXj5/8Lf9XrAyP5RmTTQWjYZ5BYiw9JCDMA63UJIZ96aGZD5YCEc3ZJOwpE3EW8duqTxvsgBkAuJU63e4M3tYS0qVDQyAaCqJhBlqiIRC6+cBm4HQ0aHWWCGpl3Eodp9I4Hez8zu1eCh4QZiracBhIVSJqwgxillLJ5jSnZjpjAUKiaDqKu4kWrNIbyNDpyhGwVdCEjoo8vX0qEk1p4lVrRB0FejwZekIZnJ46aIYZ6AnMugWHWTRp2Mx9Lm1LAY8K2CTCqeMJVOgI5RkKp37n9j9XuRbM/YOuI7weYj+apNBvMP7SVhQdTrypA2p1en5exVaTNF0gwkG0gk50XxnPkST9/3KC8RsiTF8WIHA4Q2BcJ3LzAQwN+v9jksIA5C/oJ72jjeywg+j+Bsk3bMJW0im3C0b/JISWb+D/wX60goR0Fr0rArpk8Rwby7+ySPtX9+NO1Djx5hhGsYRx8DiOw9PIZX00vILq89egziygT83Q8bBENA1mL/LQ+kSR/BB0/+Nu1FyV8EFxeljDnpX0fWWU5AYNtQaeGUFmmZ3AeA09k8EdV6hEbEx8YCtqFVwnUzRdKtWAQuLGdQBUIw7mdrYRHK3Q8CqUOgX2vCTyWAVlsBfDptB1Txrfr06Q3tzCxItc+E9C+HABT7zO7GtWoUZa6bx9go5/3kvwcI7k9SswVAgf0xEHT+BOGiz7+Ai1jUMETzYpdjuZfO8m2u4co9gNA3+9i/afzxE+VCa1PUJ0j0F2UxuFPknfl0ep+RSMIydIbHWTWf7keXxyk4JwuRh9uYeWAwJbVTLxig5ciwbViIGhCWS5TNMtzcLm7hDRfSUMGwgpqYUEnmMp6gFJZUMvyz9yHGp1pt67mcaF5pVc7Y+UKG3qQWlKXHNVlJXDHP/wSvo+c5DY7dM4kzUW/2QLWkHivfVRih0qvpEsmeVuIg8mkVIyf14AV9pg5N0DqOUmituNYYPFjSGkALUODS+Uo4LMcgVpGLjjAs+sJLVaY/qaDpRggMHPHcfoaQMgurdEdksHCxd3M3uhja4vHmDmqijZYTcTr+xm9C09OFOC2A8msD9yFN0uGbvWg5JYJHHNEKGROmpVx5kS2MoSdXye5BY3PZ9/HP8dj9PoCDL5oW34purklgGqimuuROevyxiaYODWPKlXbqDploz+aZjkdj+ufRNMvmkFzRYP7T+dIXLAwJ6pM/uiGIrfz9RldjxxA6NSJTjapNhjngSW2xROvjzI1J+tYuSt3RS7wVYWxN9zLpntMTofbNC+q4B0aE/ZF1gBj+WZayjQEOZBd+khmuYRXipm1kPangx65NJBWDh03M46EVeRoFbBrdZ+61U6lQZhW4lYIIfTXzO/uRIzyGkKM+gCEKBoBm5HnaBWwaU2zGBnKaB4VoR8MpARZgZFGKcCLfP56eDv1GSnXjOApoKUAlU1CPoq9HvStGpFHErjv1zdqaAnoFZoc+Tp8y4S8paxOXRQl4JL1bxC4fS2KfJ01kkKieJs4vJVafcX6PebWbU/Nu5Uk46HDaau74BGg2ZXC74xhe6flcguAwyYv7KX+a0unOkGvX+/m+lru7CnSjS8NrJbOqiv7iZ01MBegPglrSS2Kox+cB1dn91HvT/K4Lcy+E7kabnnJLaKxPNEHHteUolodP2igD0nmD/XjVg5SOSWQxiDMeS+wyilKl2f3YecnmPs/Ruo+zWGPjOK0tdN/J07yD5/gMKwj7abHsX9+BR6dxS5eSW+o4uceFUYpQn1kIPIfklt5wbGXhGidV8WZ7wAQMMrSL5okK5flEivlTR80P7tw9QDNuR56+m+K8XiSkH/Jx/HOw0TL4+h3buPekBQ7IHYN47hSlSptEvGXuIi+MQi/Z86iHeuSSVq58SNLdhnMwDMvGYFak0S2WfQ8AmmLvdTbdXo+u5J6oNRZq7vY/yDm0ivD9L6jf1031vAd7JA7cLVFLoVTrx7OdOX2ckO2HAuNvHOSGQ4gO4EZfUKDLeTcsxJ5N5JAo8l0EoGQ+/fz/H3DtC6dxF1qI9SzKB9V+X0Zz/0xUkUr4cVn50BILR7nr4vHmPuPLPfkDaBsWoAZ1rgn6yR2ORCPHyA6G0jhI7XKXUb1GNBhj89imtskdkbz2H8NX1oBUhsdWArQ7nDycJajdywZOxaN4xP4xtXGP3AajAkY9c6CX97D5FfziJs5gF57IYwmZXQaPNDbwxbSVLoURj4YYXMchfC7abUZRC6eR89n92PrShoeCXdd6cx7JL8+f3mAV6F7rvTtO8qY/R1QFsrDb+Z4ZKaQvDhaVrvGsWeFQivh8CYTmYl9Hx2/+k+89g7e8hftZaBH1axZwXltV20/eA4M5doOPeOgglImCYAACAASURBVIDo1/Zz4p2DNJ0gHA7GPrABw6HS/6mD1AM2+m8rQW+MsZf6sY/OsbBeYeqqAK37svR/dD/+k2bGv7qhl75vTqLFM2R2xEitVTAcKm3/9DC0Bhn8QZHg4SzGuWtIbFEJjAji5zoJjOsMf3EatQrRvRJnStDz0wpte6oYNnAfijN2vZcTr259yr7ACngsz4yxNITSUMyhLAkYoNTNwOf0wVZZyjRo5lAWNgOHq0HYU6bdmcen/nbZnTNpQmfIl6I9mEfxNpC2pfmXhnPk0sHepum4tQYOxQx2Tg0VPWtyqb3SDHKUmoJSMyMgYZg/aKELM8g51TQDRENBqSmIioKsmJmxkLNCuyOHW6k/5X5QkTiVBiGtRKcjS5u7gNdTRWiGmTVTltbdXMpuLe2LU1yeOl3BHAO+FD2uRdq0/O9nXzyHaLkG3vECtjLoqTT5ATedt08yfakHe04w/OVZPAndLEReKNN43jq6fjxPJeajFrShlXQcR2fxnyyi1CWGHbrua9L5kM7k+zahzWVJbwqR3B6E1hCeuQb5rV0gwDNfRz05iz0PlYjk5CuCJF+xmrFrfRRu2AY2FaW7k9EPrCZ0VOJMVDD62imdEyF8rEl2mYLvZIHZ92xj4nWDLK7yInTJ+A0R3POC7v8YZeoyG8G7jmArNhA6pDYGOfnyEAC6A9p+Ms70pR5ChwVdn9pN8mWrcE+WELrB5EtacSUFY3+7jmqLoG1fndHPbEepg6HB2NtWED/fi3cagsdg5LUt0BsjuVHD86O9DH9qhPR5HeRWhej6yiEWVypoRYOWQzXUmnl1V+b5/Uxd6iT2kzlcSUH4cIHGeatRxuMo+TKZZXa6fxRHK5lf3M5f5pi5WCN0vMLojS24ZwWF5QEqPT7seZ25q3uZ39lB3a8ihvtZ8flZFraGmby+DXdcYepy5+nPfuZlfWQu7MNIL1L3CxodQWRHlMF3PUJwBDxHkoxd66XlUINcn4OOzz2KPG89Rl8Hk1dqLL9pntyAg9zzB8ita8Wel9iq4MxI2vbUaPvnXXhv30fvrXP03tUgMAqpG9ZSD8Lwx4+xeEEXzpTCwuu3MH9ZDLWzjfYHMwx8/jhqHWYucjH1ojCRmw/QfVuCzAo31VbB6F8NMfzNAnLTCsRgL7YyDH9lHuP4Sdr26LjnqkibgistOfnKMPbROdT5DHJyFrXSBKAW1Ehd0ossl+n+1F5kW5jFc1R67qkz/r6NIKAalqhVQeDnx7Flq7TtrpEdtCM7ogx/eZ7Ui1cimqBGWvFOCXSXRPa00/uTMrZfP4Gs14lfICh3ulAyeUKHYe7LQdzrF3FuSZP4qEHy1j6MqxeRVy3SdCvMXN+LdDvxTlYY/PoclYid0c9up9IbZH67j8kXhbFlq/TdUUTaBN1/vwvfsUUAOh7MU/MLGl7IDruohTRaHoqTuqSX4a+l6LuzwlOxangsz8xSjYo4VbsjT9WqYB6AAZoCRZq1PNjMwjYUiRASTdHxqjW0Uzn3Z8il1vFodYRiZjSkAHFqCGnpQG+z6bhsDRxKE+XZZnXOZDOQKGabVGnWLTUFSpXTtUpSwQxyEGYtz6n9Ipf+XgrShHhm26Ui0YROu6tAqeGgWteoKZoZgykCqSjmkKL25HKFFHidNbo8WVq0Em6l/vvbF88h8QvdhI868E3rNC9YS/iXU+jJFJ0PtuOYLyCLJZSmpP/bcwhD0vD6cdYbuOJF5s4LYmg2Au0DtD6eR6pmMWh2UKP9l4uoq8LoY1O0qirGyQlm3rYVISF2V5LCqhbyvQ5adpWJ3rSLqJSokQgj7xkieAySmwSltlbUmqT7Z3XiFzjwzmrEz3NSazFwzyn0fGIvzfNXEzquk9yo0HLLAUqXrsYzIym3Carreui9uwEdURoBDdE0DwYu86p01DrErxlg4Ftx9ICH7Ms348wYcGQUtbuT3i/PUrhwCFvZ/P5kBzRWfH6G3JZO/NOSufNUOn9SZPJKH0oD2nbrFJcFUGug+r0Q9JuXGk8Y0B5h4JY0YzeEccfNGyAmNwvSqwQthyQTN3TQ9EhqrS4qLSrTly2j69465XaJkVig70slZl41TG65j/6/3oXaEsa7djn2gkFgbxx0g/KqDtpvPkLpguU4FusouSIjf9GN/yT4xw1c6SYLa5+s4em6+STS60ZfPYgrZbC40kVuyIVUdjD4nkcoX7aJ0DFYWK+hVmHiI1vRimbfNfzNLJkt7YSOlZm5xIMU0HpQJ7NK0H3LDGOv68G4eLt5xduAga0sCB+WOHI6kUfz6NkstZdncGCeh7j/I8j8C7oodcHATWn8o9C6ZxF5fIy5t2ymbXcRz3yTcptG8Dhw6ATxt2/GnvfQdfsMx97WyfKPLKIVdZS6Tm6Zl1pA0Hd7kWPv6Wf4mwVSl/dQiZgdYXKTimGH8BO9jF8foO+OIvWAJN9nx9AkQ99eJLsmhFYyWLhmBaUOQfi4TuRAmbmLw7T/Ooe9ZFAPqEiPi8i+EmPXu5h7XoiGB4ydW+n5aYHYrwzmdqiUXuMDFp/yt1h8XQ4VaO52oY3NYxSKLJ7TSXSPgf1n++n4tRP6u2m0upnf5qT1YAOhquTWtDC/HQInBNGv7kPtbOPYX8ZY8elpxt7Yh6FJWh6VZM5xPeX6rQyP5ZmR4nQG53RWYalY+FSBrpAsBUIsZUQAXSClQBHyWWVd3Godp9pAEUsr+E/DTIAiUVUDu9I8Pc+zHso6pamcrlUSdh004z8XJZ8K8GzSDG7OyLSYNTUSFIkhf7ebGWtCx2erEnBUcDnqKDYDlKWMmt1ALhUAnsq6SVUSdFZodRSfVZD5XBc+qlNpVfDvnqbSqhF/cR/C6aAesGGcnIRQAC3fZOLlHYzd2IlW1Dn5+i4yawI4U4KWgxL/dIPCgJdCH1RbQa1LisMBev71KBMf3YrIF1FjHXR97Sixe1LoJ8bx3T+C0pQone1kXr0dtSVM9uJBhj/wGIUBCIxC123TFHsgO2yn4+E6pU47topZn6AVJUpfF+oDj2Er6/TeXWbkY2uphFWaLkH/zXHSK+1oi1WmXxwl16fRf/M8sZ/EaX/YHNLq/HWR6BcfJnVeB8ntfsI/PYHnR3uR65bRjPiZv34Zic0K1RaBc9Gg/fsjgPkzT6220f/DIvPn+dCK0HvHIovnqHhHc8TuWWTuT1ZRGWyh61O7CT0wzujroixsDTP4L+O0/yqN0CWeaUHwhHkzRGmDoU8cphyxEThZpvfOCvZcna7760y8ax16KkXH5x4lO6Sg+v2MvnM50d15wo8kkNUajd4IWr7B+NtXIXTJxJUu5q/oRtok7XdPE3o8jXN8Ed/Mk33LzA2DJJ/Xjm02ja4JoreZQzTOtKB50UbqARvptRIpoB6UhI5Jer83a95J2mtncZUgscWDPQdaySzStpUFicu6AQiMgDuh0/GQxFYSpNcJDLtg/uOwcPuy//Q9LL86i7xqEd0J1XU9VKICPeBECQaw5yS6y0a+x4bSgFpIUN25ju7bE9T9gsK6djoflCxcs5Jcnx259xCh3QlsZVAnEwx+v0JiR4C2X8TpvekQAINfnsKZFDQDDvo+8AjTl/qI/bJJJWreP2fimhbqHkFmmY1CH/TclaPpFMztcCMVyC/z4fnBbnwzOo2oj+lLPfTfUSN2hzk82LanQXKzj0pIxXfOUwc6vyn111XSO/uZe9062h+pozQh9catCLudE68NktjqJHRCpxZUqVy+kYX1guH37KXjp3ESb9pMrT+Cd1JBBrz0f+4wA7dkWTgvQrn9qftWK+CxPDNLB3wE5hjwUpZHLh3MT2VdpMLpISezjkWg6wLdUJ5V1sUhmjjVppnhUc84wMPpgEN9htmT35ZSMYujT9cunclYqmHSDHAY5hVZgicLqU9tHyANM/j7XagY2ISBTTWQxlKWzeB0MIXELOA2zOLtsMMs2tbOCAD/2BS6VJQ65HZ0E7h/lI4HUiT+ZDWuZA011kE9FsQ+nqT/65P0f3se3a7Q/8knCHxnD545g8BICftCBa1sEPtlk6Zb4sga5PtUiLag1AXjrx8gcVkXtLfSiHhIvmUbxz+wHKUJU9d1IgyYu2EFgbsOo29aQeevmzS85k3qwkck1bDANZEleDhH8GSToa/M4JvWwaZSu2IzCEEp5iRwQuCbrlP3Q/yKTmLfOo5SrqFWoP3XixheF9W+FtTcUmp/92Hm33Eu/okq7fct0BzuIv3arYj9R6mH7UhV4EoIuu8tEDiSRTidyHwR72QZewES230YKnR98QDj14WJPtbEcGrMPy9M64EyjgcOEv/LreiZLLEHmhT6BCf+sh90A99onlJM0rInZQ7nVIFoC77pGvkBN7ZCDTWZxTmepu+2DIrLReVFmzDskvSLVzF4Sw657zAIgdEdRZtcYOxaN4YmcaSq+Cah/a5pgkcF9d5W5p/Xyok3tpFZ9uRhLfbzFPlBSL6g1/w9+jxE9kkqUYOJqzSKnQo9P9OJHGjS/4MsTYc57NWyL4NaaRDdrxP7xlFan6jSvquE4vWgFQT+yTo9H9lFYKJKvl/F0ATOtESpm1mMp2TA7IUaWhFsyTzZiwdxp5qkVzoJjDfQimZdXmKLxvgr2+i+PYFrrgISit2C6K8S2GKd4LDT8v0nSL1wkKbbhn+6yegbOpl71WoAakNt+GYMSh0OTv7jNryzEvdICkOFan8rjgzoTkHn53cz+O+zqMkMLb+YwDNv0HVHnGpY0LhkI57xIijQdEvQJUYyhVoH570HKAwY6M6nbu5/+7vsVvDN6EhVkB1UKPRD8voVtO+S2LOS+PnmscVeaOBKCsY/vIXs5nZqQTOrrTQgvrOVsXesYvqFIVoOFgmOPPWJtBXwWJ4RpaKglFWUqoIwBEoTlJqCWlYQdfPScCHNuhIMM+iRDh0cBs2qxlzBx0wtRFl3/E7rTzc8LNbcSEMgNAPpNDDcOoZzKdvSUMgXXEznQ0xVwhR1Bzq/W3Dxm6SCOUQlQdYUqJv7QHcb6D4dw2EgqgqiqpqBiEMHfwP8DYTTLDTGEBgVG8WGnYZhe8bb1qoV8djqlGt2jLpq1gfVFfNKtfqTAZlUJYpTJ+osELCV/2izO2DePqAUE8zvEBTPG8RwaRh2gZqrIktlJl5kp94fJbujC+wazp8/hmw2UYf6CD6eYvoyH+UeD7l+jbkdNkQT3PN1YnfOUx4K0fFQjXrI7Gjjl0bILHOiViXLv7RA6KEZlCaEvrOH6N4Cxqp+bMk86ZUabXsrpM/rIHQwR9MjqXYHEJNxylEVI+DBM5Imta2Vml/FsAnqXoXongJqw0CtQ7UFylsHmHhZlOBYg9SmEOkNfopddgyv+fsyzl1D26Mlxq4x/y51OVF0yL10M+4Js56r645ZlFyZE68KYyxmSF6/gtywB8MGvmkdpQFCs9H/DwcQhiS7wkvHPXOkV7uYf/Mm2h8uMf7+jUxdptL6hI5/FOZ2RjGeOIbShPEbIlRbBI6MpDLYwsSVDkL3jDB1RYjaQAR9Ok5iR5Da+SvRHQp9H3iE1AbJyZcFUNauoNYdYn6Hn/yWLgZvLdL3t7swHDa8cZ2Tb+zGvaCjnYibNUiPGvT8rHj6s8+sD9P56ybZ5VALCEbe1IHSlKz49BTBY4Lw0TrOXx2mFlBQUjmiv5xn4mo3pSE/sxcFKEVVhMOOrdSgGnGAzUbTBdKmoLaEaTpV6j5Jrl+hHhS41z99psO3chGtIKgFIXVuG1rJwD2eoxI1+87w8RqdD+To/9dRmm5JakeUky/zsLhCpf+mY1QGW6j3R5m6qoXmhmEW10ikKvDun8F/Etq+vBcAx4l5XMk6hS6F4FFBvl8gEykQ4Dg8TWCsQeuhCorPx9RLu8ie201teSfhnxzH8Ltp+3UG7b7HUco1pCJY9oVJtMOTZK5ZS9dP08z/2WacKQVe+MyyO6c4dqTx3PkYmeUavTcdouUJiXtBx38wTbEX+u5skFovUGo6XbfNoFYEnpkqvZ/eT2KLg9BIjYYXBr41T+wTD1PscRP61cRTrtMKeCzPmFmcixnQnMrkiCcLZ80rls4opD017NVQqNU0klUvZcP+OwUiC3UvmaoLXVeWMjqG+S1eKoxGkRgNhVLVTqrqoWzYn26Rvz31yYyVaC4FF6fiCM3M6ki7RLp0bL4G/lCZlpYioXART6CCzdk0t7kpKFYdNKSKIX+3n6A8dRsARZ6+78/pTNdSpk0IaBrq729I7zmq2iLpfKiCPaOg2wWZVX7qAZh8SZjESwYZfNejNHw2mi4FanVO/ONmFIeDSn+I+Ysj9P44g/dEls47Zxj6t1nChyWTVzqZurYdLddAu3cfg7eWUWsQ++EkSh2itx5GNHWMbI7o3grVyzYgHjuOLZmn2eqjfVeJUruDwGiZmUtDSBWSmxzMvH4V7qROI+xm5M0RWh+cZ2EzpNbYiDyaZvIqP9qhSWL357GVwXNwDt+kpBCzUQ8KHHmD1gfnUGYWANCOz6LsOUrr4wL9+ChSEbTszZAbVBh5TZhypyT+whiiqbPs8+M0tq4g+sPj+McrRA5U8dz5GB0P5pB9MUY+uoZihw17wWD+0naiX9uPIyORdoXBby3Q8ZBEGBD90XFqQSjcsI2+D+6m6Zb0/iBBtUVQbbGx/HOTNFb2Umsxg0SxchBX2iDXp2HP68TfvYNlHzqMJy5ohN2o1SbCgEK3yvy5PtRVy4lf4EK3C3o/vButqDP78iH6bjpMoUfFNvPklYjh+8ZP1/d5EmZfMXeeYPx1fVRbBIktdoTPS7FLYWFnL8f/vI3gUSh2qPinDAJjdQrbein2uvEeXiB1+SD9nzuEaBo0h7tIbLUz+JljdH3yUbTzf/srIO3npem/2fz/zTzHU6AbDH55gmKHhpYuYzhsGF0RtJyg9UeHaX3M/M9fG+f0UOy0kV7jwjdlYNt7jL4762j5BtLtRAqYftdmACZu7KPaohH7wj58s03a9jRRAn5iD5SZv2YQz6E58j1OSucN031XGnvBIH6ek6k3n4PUVGauCKO4nIy/Isr8Vie57d3o2SyBbz9CelOYlsM18/88eza/zUvXEftJAjnQReBEiYZLIf6CKK55gePAOGoNJq70MPXSLtxJSaHfRWP7SoTB/2fvvaMsOctz399Xtat2zr1D9+40nSYHTdZIoCwkgYhCIDgkCxCYZDiGi02wMdfGNvb1IR8OYDIIhJCMhAICISGk0Wg0M5qkmek0nXP3zrHCd/+o7tbAARnJvnctH+ZZq1bPH7P2rq/Crqfe932eh4krdfQ8DLwtReUVe1jcqDL47jXP+n3nCc95PCdIt8T2LHvrLJOd1TmWlT/n8BilJlDKKqLiVD1MQ2WiGGGuHqRkeZ4T6anZGnPVIMWqB9tQkMutIqFbjhniimrLVGjUNRYrfvKG93lXk34bcrlltDK4vSq3Nx3zQ83fIJAqkWlZYn1mhp3pcbYnx9menGRzcpqu1ALRpiJquIEiJBVbx5DqH/z9irBRhI1bMXFrpjPDs2wBsLqtmA4qEmmDfc7x/U9Tq/0XQ+svG4iGjXsJsn0qsduPkTxk4JuVFDtB2bqeictVDD8MvTlN+30m2RdvwHs2CxJmLopihTz0vzOD0RJFSOj8SYWm4wYIwdA/7SXf7WNxq6S8uYXgRANpWdQ648zfuInR6zz4nhhGCQUobUgyfpWf+Qv8hE/lGLs6gG9WkjpoOzMi0zalFpVG2IV/QoF8iZ4PHyZ1qIHdP0zXt6aw17QwfEOQ9h9NYk3PEDuWxzdv03rnJK6yzewVzZjdzQAMva+HgX/YTnioyvhH9xH5xQBm3Ou0JBacIdvIUIOhN7VgLSwxeo2b7Iv6UJ8aIL/GjVjbhVI1GHl5hKYjgqZDBea3qTT/ZJTiS7dRjwgmX+AFl0r48XFmdylMvGkdsdMWwR8cgN0bSR2wKffFiZ22HJ/S2Tm06Rxr7qwxu8uDslhgfodC8ok81SYVPSexyxWav3+aket11HKDUofEnZW4c5Kx6+PUo5Jsn4rYug730RFSB8tYhRLpf3mM2WvbV8/98Du6mXqhi/b7GixsEfR84hhrvzhLcETS9rM8wVGJTMWInTHJ90FgVCHfA94Fm/CJJRTLIXGuqo30ubF1KF22jlJGRzl4Eq0Asl6n8rKdz/m6lNk8xU7J2delOXNLE/m9bY5f1NA4wrRZ3BrCVcUhA98/SPKeYVyFGsEJg+IasHTB3JsuwFYFk5f5KW5OEBo3aPu0k1ruXZDku1WGPrGdYsaF94GjnPmzNhTTJv3wAmff2E6+FzxzVUShjO/MHJlfVWl5uAzH+qnFJKWrN6HWwNYhdHwBNRzC1ZpBKrC0zk0l9R+jEJ7pCuMvTyEqdSYvC1KLKSQPVYj2Nxj84FrWfPoEiiWw3JA4mKfYrqDPl/FP23TcXUUrSTrvqhEYLmDrkuDZZ/++8yqt83hO+A1yY/AbMzRSxanJLhswS1WiVhUUUyAlWC6JNBVyJS9T7jC6YtLilqs+Ob8PFgJbKlRsnVzNS62mOQPEK7NEwtkhuSLJlmA1FPIlD1PeMH61gea2/nMk6ucWS1RHdSU1gdvfIBqs0OwvkPYWSehFoq4ymrBW933OE2TSE2FCj9CwVObqQXCDsiw9fzas7LctFWwEqiIRyvJ6z/3NEXKVcUpLIdfwUvHof9QtraW1bpp/kSc8ouO7bYT5G7eQuHsQ32iMcibOzMURmp6yWdwCPZ84htIUY+YtbSxtTOKdE6S/+ATC5aLdt9GZJ3EJxq/0kzhmYoRcBMYcbwD/uIJWqjN9kZfmei/SJWg6ViJx6zALr97C0mZJ510Nmh+3yfbpiOlFUGLE7+0HoTD3gR6Sn3+c8Y/swz/rqK3O/EU3al3Q9deHyb1mJ4rlzD6oVZCqwtDf7aL1F06+V2lTCmFJAhMm41f7AUgesgk+1E/pkl46PnOckfduRtjQ+b1xZq5pJfT9A6jdnTSLJuxd67F1ieEX2Ft6HLXP4AhLr9pG5IxN7MAMld4mur49zdIl7WTXCbo+cxriUUZvSGG543T/zWFyr9xG6MF+Bv5hL32fGWX25R0kD9kUOlQSxxrI7eupRdx4n54mU4uyeEkb3lmBGXRTjStoJYmrOQW6RuSUo0Ds/cd+ii/oYXaPQudPylRTHkyvoJ70MnVDH6EhKF+xB60E9cgz516pg1YUWF4FxYTBv9pCz8ePUEk30/RomUYwzMTVMdp/MEahrZ3AlIVvTjC7V1BqacI3ZxO99xSzr9nA5Aui9H5zgUpXBL1ko3R10PpvExSv3kSxTX3O1QOZSdH7zSwT18VY88UhsC0CpTKjH9xB+/1F4sdLGCEdMTHLyCd30/3ZIaSqYrkVuj60H7UpTunibryD87QvBBClKvboJMYLHcNIwy9o+fR+1L5uAEY+uIOeDz/B1Pt2U0v4aftZnWKbjnJqhLFbNpP53CE0XaP/7U0Edu6g5dcmjZBC7JSJb6wMUjLw4Q1ET0GuDzIPN/AeHmXmytjzvjdrzT4sHcZemcIISkJnbVz9k7ikTc9+A9mRQc9B5hsnsas12ofdWBs6aQQFk5f4HFNRXWHwdRG8c4Lw8LN7u50nPOfxnCAs4Qzmwqosm2XjX+m2n/GB0WxUj4Vt6yh1nDcXAdIUNGoaUwUn2kETNnHdiX5QhP2/tV9WyE7N1lgy/OTLXqy6umzwtyzFtsRvOhsrjmTcKLqZcofQVIuQq4oqbHz/gQe/OKd0JWyBVG00r4HbY9ASKtDqz9HqzdKs5YioldX1rKyhyVUkqRdJewocXmhjrBR1yI7XQOP3u0CfGzlRsnWqloZlOyQScI7Fue7Oy8dBGgrztQBzniDRZcfpP0Y0f+cEVqlM5cIEfpdKdpOkmuzFdkHqgIH316eZunkzIFEScc68pwXPPOg1gWfRRmzqo9riZ3qfi/YHauTWQnBYUk6ppH50Bt8BweB/78M7A8J2FD/TF/lwVcAI6GT0Xpru7ifX18fkpR7S+xskjlQYuaWXSL/N9I1rqWQcP5SRT16IOwf+u46wuGEna780hyiWsV0u6lGFSkrin5K4czD0pjSeBYFnuoRWcDN5qZ/gmE25RaERcq6ZUovKwvvWk3moRuXS9QTHJMGJOkv7MjTCAqRk4qXNtPwyz9BNIWIncKo2lwRouy+LdcFaGkFHeTT4J800P2pCvkRoMEDk34bJvnQzsUfGaf27xwAY/uSFmAFJ9IkIicMSMxMneVhSjSu03zqK3RRGyZeZ39FCoaMdd84m/tg05fVJXMU6ycPgOnSG8Xduw1WRjuXCkZPUrtzB9EXCcf0dmCI4F6DRGsX0qXjmBd4lk8IalfiITejoLHzMOfeWB1wVGL9CxTcl8M6BEo3Q9q1BZq/vxnZD68+WGLupncy/PEnuNdsptSr0fn2J0ZfFqEqFyps34p236fnrp6hesgnveJHB/xYlfKAGmovA04sEj5pY+0PMfewPu8ea31dj8aJmqk0K0TMm1OuIphjG1jV03jbH0BsTJA7bBMYqIBTUmoB4BDVfRrb7EZqOTCcIPDzA1E3rSf96ickXN1NLOB45AK13jNN44TbUo8MMfmgDwpZM/PfdRAcshKmiNCxiJ4soYaeSdPZj21Hrgr6vzoPlVLREs5+JK1TSm5wh+BSzBP96itq7trOwRcfV24vg+ZuZ+k/N0aSlMPwK0SdmabRGsXN5Rj+yE8Mv6f1Ojsy3T1Pb3cv4lRpawUmmT9jdLG0KkHxgHHtxiWRsM7N7BNbpZ6ed5wnPeTwniIZAKgLcNoq/gbSXVUe2QPcZmIaKXK2+SAgZWKbiRC8sP6CFIqnXNKYIUbdctPidvCuvaqBiO5LzZVQtjZLlZrHuZ6EaoF5dru4oLE9Gr+wYy/J3xVFMLauVSjkvk4pNSKuR8eZo0koE1NrzWvtq3ZfP3QAAIABJREFUXIPtED9qCoZw4dIs3C6TmF6mWcsRVGuOs/MqUYFVr3+XQ2AG3QnGc5HVNSY9RQJqfbXatUKWzq1IGVJlph5mqhymXHU7x/nctUucwZ1lqTrA+GIEWwoy/hzNngIxV/l5rf2/Mmq7e5ne5yZ5xASPmzV31Ch2eqiHFeYv0Ghb6MRVkXTcW8doidJ5V4PFTR4qKUnm+8NMvq6HcoskNART+7z4JqHpW0+SvWkHsi3N+DURPAuQuW+OiZckyTxUZvhVXrSCQnjIZnGjl9I1fSimo3SZ26HT/rkzmC/eRCWpUE1LOu6uMnmJD0UIov0mw3+zAz0Hky9J4523CY7WSX3lEGo6CaaFLJZImCZKKMjZm7sJjdq035Pl7KsiSFWilRz2G5w0aYRcuPJ1Znd6qKYkWkVzCrF1KNy0F70gEbaNWhWUWp0ojuYfjjH5yg5sDVJPVpne68W9JChlXCxu7KX9B2OMvG8rHV86Rf9frEMrdJA8bOCbEXgXJdMvakYvSKSmYnoE4bMGsy9qp+mpAlYsQPrW08j2NMM3RgiOhByH9GwRrVxj7L3baH60SrHdTezJeWbffiGpOwZJh7uoJCWDH+jBNy1ouW+WyZtSBMYli+tdhIYlczsVCh0tq+e+659PUNvdS+a+PNNXJfHO2yxe0Um+R6HpqIVUFBaX4xvYtpb57dD3V8eR6zrpuDuLfHoIa99Giq1u6i/cxNQLNHxTMXq/sYDVHGPwxgB6TtCI2rjKCr4/8OHfaHWCOHu/nUOZXcJc10G5zUf48AwDb2uh9cEGnqNjnH1nL0IGsXTJ0E1xmo5LTI8gEA4yc3EUIxCj7d5F6qkAlYyk5+NHWHztBQCceU+Gvq8tYuULqMsGqbYLct0q1ZSN+oUTqK0tVDc0k/rqIccM0rARlRr2whJIifn3adK/te/FO1sIMYP/2rPMvfPC/9C9KbM5fPfNsHTTdvIXJJ025YU76frqKLLeYOSWXrRilNYfjRDo7ST5xf2IpiaUk8NkX72FxKMeyts3EbjtAKH+9czvjDzr950nPOfxnGB7bPBYqy0cRTi+MpatEHTXqZkuGqYL01KwpcCWAsNQMeou7PryvIoEs6FiGiqVspulgJeQp45fa6AqNi7FxiUsXIqNaSsUDQ9LFS+lisdxKl6ptKyMv8hz/q6QqhU5eMVFweXlrB6jYatUPTpxvcTzwqrnzvKw8vJgsKJIAq46UVeFiFpZJTsKv9k+O7dtFdGrDNQTzOOnYmgUDA8xd5mIViWqOZ+hCYuVZJia7RC/mVqQpaoPs6E6svRl7yEs4RhArpDF5T/1gptJwtRNFzVLo+51AX9cEnXPUyN0ziXIr484g52aQvyRSRYvzlBNCUavDdLxqScRG3vIrwtR6FCcdOofOyom95Ikc/8i1bYQ+v86gnH5NrI37cA/1SC/LkQjLHFnBQNvSaBYEle+Su9fDdL/yc1UmxSajtepxd24s5LUr50WxsDHN9F9W4mx64JIwFWogfAR6bdZ3OAidtIm/vNhcOvMX9qKtlhG9q6hlvTj+uVhlM1rYXAMu1zBN+NUQrKbw3T900mKV6wncLYIH4Vcl4vOWyeZvD6DXpCkDtXRx7NYTUHCPxnE3tRNPeFh6DUROn9aodjuIfzjI0y8cweRQdNJr373RtxZKLdJXBVw5yTV9Wmi/RaLL1mHqyxo+3mJkZc4fjWhAyW0ks95eO4/TtNIiokbOmn+VR6lUqfSHSX7gvVk7p6m+TGTwRsDuLMCPRdn5MVevPNQTepUEwpDb0zQ86UxFq7tIX5wAa0UJvGlJ5n4y32Y8QCdd2YRpk09HWDicp304xbF1mfm4kqXryPb6yKTdVNqk8RPNHCPLhJ/TNDIRJnd4wz69nziKUQwwNovhzC296BN5kBVWXrtDqKnisTuGmLy5k30fH4IGQrAzDzGzl7afm6wtEGn/WdllMEJclevpfb67LNej+bDcaYuhp7v5GFglNH3bEWtQua7Z7A6m+n5ziJnb2hizVgII+jM4zX/2plZ0oom9aALWalS7AI9C4V1EUyvoPefhxj8+AWEhp3v6fxpg6XtccKnB+n4aQHLq6EPTDFxUzfeGQU1nWL2igzuosTT0YrlUfCcmWbolg7iJzKIP5l71nWU712D719ttC+HKNzy3B3ck5/UsXJ5pv58H4oBiftGCN6Zxbx4E6VtGapxlba/3Y/a3bk63zT77gsxAtD59SHSB2yYnad6UQL/tg3k14bwzz17Bf884TmP5wQ9ViPgq9Hkq9Diz+NVjVWTv3PnRKqWzkLDz1QpTL7qQQioGeqqAaG0FKgpqCWVsu6mqNugOTe30GxcmoXuNlEUG9NUqVc17KoLUT+nqrHib3Mur1iJtVh2ORaGwC5pzIkQ5brOgi9Ak7cEPI8QzXPVUIpA+EzcPgOvbhDRq8Rcpd9JdlRhY0kFBXuZyJiEtBpSQqXsoVpxU6h4yPm9JH1FbK+C31V3WlCKQ3aypo+5WpCZcohS1e0k1a/sk8CRostn/r3CeERNpS49zJgqlYZGLawBM8997f+FMfRnfYQHAAHFtRFKzSrJh6cIf3ecpU9dSM9nTmPu3sDsTh9GCDK/rCA1heEbQ7Tf7ybfA+EhH/oDR1DjMdQnB3F3tGCGPBheQc/XZjATIVxLZbBtZi9PUX5NE31/eZjii7cipCQ6YBF65CxmVzORAYvwEFh+jdCw48Ejnx7Et2sXrpozmFtsU/BvbEXL1bA80EgGcI8tMbMnRqB1L02/msSyLKbfvg2pQNsPRrBa4tjdbeR6VKrxMOAETk5dl6HUYdP8qEQtG0xd24xelCSm44jhKerdvY56aZ8PIwDm67fTevsYjc4EpUvXEhqxiT8yyeBbW9HK0PTzszT6mgkfnMWOBCi1Rhm7JoBiQNs3BjB7W5jep5I6KBCXb8NQBNEBAyPmYe6qMN45ST0KMuBlYbNG31dmOfPOBOqxIVyXbUZpgHehgVR0Mj/LUtqWwVZh8poEtgbVKy8kckZiBjVm9/ipxySxpyWmVxI4PIF7MbF67ktplfT+CkOvDhE7CfqJUexqDdGcpBHWiB2XqA2JEg4hDYPJa5LoBUn+mjRKw4lSaPr5AgMf3kjPZwYZubkH/5Sk1JrCvQRNJ6tIBZRcmey1a4ncdZLI/Qoz3/rtusgzELZTRZt5QRh/zyaCozalVoWBP+8jPAhN3ziIq9rE3AuSpA/YBAeLFPpCWF5wZ+vU4irYNn2fGWX6+g78tx9g6kP7iCvOb0LqbofxuB47STwWpXHRVqSmYOkK1pY2lAYIFeavbMddlMzuEkR+VaLUnGRxYydd358nvzn+B91b4QcHsPNFCrc8uzrqd6G4xs/cDRcSfVpiBAWTN3aT/vIhpvd6VkcRG+++kJYHF9GLFigqLffOgubCzuUpJ1UaL99A7OkyynyO7EsjBMeeXQRznvCcx3NCc7RAzFMmqlcJarXl9ovzcFXPecgrrjouxSFAipDMF/0IRSIbCrLkWm5JgeWxnUrNchgoOLELqssJAPW4TGwpqOgaFbdOveB+xvFY8kxulRTOPM+5IZoCRF04pKemUsZDraYxqwZpfz6EBxCqdOTvuo3bZxD2V2nylYlpZTyK8TsrO9ZvSc91YeFdnqeREmxLoWbpLNoKVcNFtu7DrZroqoWumJi2StnUydc8FCseGjXXM2RvJd9reVgcVS63D8WqEaFSVrFMQbauUqq4WfNHRniEJVAbNpE7niL3im1UWiTzt+wm+XiBrh8WGPnTdXTclaP1J1nyO9KMvchL9+eHcO/oIdvnpuXXBvUmncbrdhF/dJqBt/cQHHGGQjNfPooEapsSeASMvMRHz6dPM/qO9Uy/fTvNXz+OrNWZ+8QOsn09zsPGdtRY+vFRQkYb7oJO/coL8GZtFjeoCAvaHihQ6vBjev00feUJ5t6xh/QTc+iFFpoenmD4TW1IVwapSGwNrOYYysAY/R/ZQN8/nEGEggC0/LqOEVQpdCuEDoxT3pahnJG0fN2Z0yhd1I3tEiQP2oQe7MfubAGXgqxUkKpzbcXu7Wf0revo/tYMky9JU1ufwdYEpYsyKCYYYYl3RlDOSPKXdlEPK7iXBFMvEPT80GDmwgDx43WmXuDGswCRMxU8WTeiXMOzKKl2xej5wAGm3nsh3jnHdM/wuXDVJANvjNP8uEX8RIlq2svsLpW1/zyMncsjdJ3METeyOY6oNljclAKXysJW3+q5T98xBA2DwJb12C5J/1/0IhUI9wviT9fwH5igsruT4Vu6CA1LWh7KYns1vEse6mGVYrvAnJ6h6xNZci+/gJZHqugj80Ta4kxc4ce1WCXzizr19ihLGwTV+GZcVUnqxiNM/ul2XJc+0+JK3ThK5aot+B44TPaGbeR7IL2/QiOsEz24xOirm/HkLJRImNCIRWigSC3lo5b2s7BZ0H3rIhgm7ryH2iWbmLhMw50TiF2bMT1QX9dC6CxYi06FaepdO6gmJV0f3s/izRdSaRGs+dY47ik/g/8tijAFtoozv3NzN745SXDcptIV+XerOyuYe1kfyV/NUjwVe05uy/nBKLW1CqFhSXYj9H51ljPvSCBu3oHpk7T/rOZUPQdGMbf1MnWxhuWR2KMTzL1lO+G2EM3fOUHhqvWoS2WwLJqOWyxufHbV63lZ+nk8J6SXVUgx3clmclLI7VXis7J5FIOoq0KTXibiruLWTIRr2XfDcAwKUSTSazvGhLqNcFuoXhO31yES7aEsayNzbIxNs6Fplp7kAoF4BS1ch2Ujv9UIh5XcKoHz0F/e5LJ8HlPBrqsYFZ1a9vlZgwqXjaLZaB4Tf7hKLFimyVcm5SkSVGv/G9H5XVCXpeXK8iuMtAXSVLBrLuplnXzBz9RSmNHFGEMLcfoXEwwtxZnMhskVfNTLOnbV5ZA+U3kmnV389rZyXHiGGBoKZk37/Tv3fyg6PnGA8GknakGr2PR8bZpaXJDbEKTUFUCqOA/Mi5oJ3nMcrSyQqRhtXz9NeMTAe2CA4JOTxO4bYPpFLQRGwfQ5Kiq7WmP+pi2oVRupCGwN7O4MlleSOFxBrusk/+rtuMqCzm+PkTxcJzxi4Zs1yF3Ry+xuH7ZLYPoUamGFjn85Suc3hhm6Mcj8NgX/owMsvXk3UoX5123Fs2RTvKAZ6ZK031uh+VGTtgcaKEOTiFiU5v02MpNk8C2OLH1pnRvPXJ3oSUH/eztQazaxp8EeGsFKRJjZqxI9VST4s6cZ/L/WYfs0J207GWf0Gjf5NS7MtW1oJSivbSL9aBGlYTF+tYvFLYLAbQewVcj86wl6PnqYUH+B2MkKbXfN0fevOUZe4qf1R2MUOnXcS9B8/wxqse5I7zMR/NMWlYSLqQ9eSC0hsXWBqwbeXx5nZo+Kb1bgmatz9mUBAocd87mFq7ugr5OBv9zI+Jt7mbwyxvgr0qSetDjz7lZq8XPe8k0TEQ7im7eIfeMJIk8L1v3TGLZLoBacGREktN9TxDdnsrAjgnjyaWxN4J9qUI/bKFvXI7f2EX1sgvltXvrf04Y2laXtgRIDb4kweUUE14OH0QuCUrtErcPQxy/AVZX4vhmBe2O4b42iJJowPYK5N15AuL+MOydY3BSg1qRhRwN45ySBsyVQVUyvgtRUZvbqeB87Q8d9VeTIBGdfm2J6n4oRVOn73Ci1hI2tq6z5/gyLGzwkDmQpX+/M8GR+kaX3a7NMfngf1aTjTLx4cQZhmPR+fZ5KsyT549N0/s1BAhPO22b0wDTeh57+g+8tT97GSIfp/eYiiZcPUjv47JWh9J+beL4XZd3nZ/BPSKL9dcIDIAyTtZ8aInG0gnTB4iYPYy+OoqSTSE1Bzwk6f1pj+K+241uwmbjchV2pUG1SGHpDEhkKkOtVcf87nOs84TmP54SYXsF/Ti7TCsH5XVCFTchVJequEPLU0XTTMehbISkuieoz0fwGnmCdQLhKLFwmE83TE1lgT/QsV0VP8NLYEV7RdJiXpo6yu3mMtkQWT6DhuBev+M+4baS+/NnL/jQA0mMhPdayXBswheMI/Tzg0i10t0HIX6MtkqMjmCXjy61WusCp5tj/zm2l4sw9SelEbmA6m6yqWAWNRtZDbdFLZd5PcTZAadFHteDBqGrImopoKI7TtSlWIy1W55dWFFsKDqHUHCdq/CZqwED3/fEptdSudqYvDSPaWvDedYixV7Xgm5WEv3eAWkQhccRk5IYkxTYFutoxApL8+ggj71iH99QMxtYuUBWmXreW9C/niZ2uY6vQ9e1JBv9pF56cjfuh42hzRRKHJbam4p0TaDN51PE5iu0KnXcuMnNtG9ojxxG2xD1bohEQuCoS/4+fxP+TQ4TP1pHr1zD4rjUIE7puzyPbUkgBelFSjwoWtgnqIZXgCIxd60NIcO8/TfGyPrAsfBMVBl8XcVQ9QHDKxHXyLIFpE8+8YHqvm9gPj7Dwpl3kNgTpvKtCI+bB2tSFf8yR+k5eomMPj9F1ZxnPkmRhi4/oQINSiwqKQMtW6fvSLOF+WHjbXvr+/gx2XzuT79nB8A0RpK4w8ZIkjE6i5wWz17SR/NHTpJ4oUe2OM3Z9DGGBfnwEyyPw5Cza7prHMy9IPV7AN2dCTyetDzaInTIwghrd31vEmlug9VOP4apJ6B8BwDcjqSUlqYM1fONlIv2w5mvDq+f+zEedPKtSRmXhrbspdsKZ97eTfiyPfOppFBN8owVyawNMXO6i3CyYfftuDK9CPaax9m8HGHx9hIkrgkxd307LLxZQDJi7PEMjrLPmjhpqDdSeNSQO11FrkO8R6AVB8isHyXerNN8xjH+qwcKlbczuERR6QKkYtH/1DFpVUmxVqMc9xL+2n8HXhjD6MuglG1tTWPP50yxdv4HhV3qoXL5x1bNJChh6eyfeWQVbV7AGhmm5e9yxOljGwBvCkCuilZbVamWIPTHH8OsTSK9O4imb8ZvXM/7B3SR+NYUwYfhNGabeuvUPvreyvSoTl3kZf3ETajRMxz8/ReqmCZr/rE76gxbpD1qEvxAk+eoR4v/sY/K6FIUOBWybpiN53KNLuHM2k9dnyF3ezeh1XrSiIH68SvKwwdLeNKbXRdsPR9HPTNH9qROYHkHPXx/F3rWR1COL9PzPUezhUTIPFqg0P7vJ6nnCcx7PCV6lsUpwfh/RWYEhVRQh8aoGAb2OplkIl/1MorehYFVcjrJLgkczafKV6QousD00xgbPJH3aHF2uJTa7p9nrHeYFkX42R6eIB8toHtNJHz+3qqE4bacVUz6h2Qjddv7fytX+PJMmbFtBVW28mkHMXSGiVwmoddyKiYWgJh0jwd9FemwUDOmibLtZtAIsGX6ngyfkOXM4y8PWjXO35UqO9YzK7Tck+OCsbSVX7JzPFKrEFTBItOZob1lkXcssu9tGn9/i/wvDSIeJ9htMXJ+mfs12Wj79GKl7x2hcvYPkI3PUQyqRIZv40yaF9WGCIxC513nLnb+8jcmLvUy9uA1XWTL28iS5XjfhEYvs7mbcSwr+iSqK18PUNSkidzyFOHACYUkGb04ze30XHbdOwMw8jZBAWhbBo7P0vzlGuU0gVcHcn+7h7Cd2oR08gzx8Cq0k6P3sMKU1QSavjOHJ2cSfzOJZlHTfVqTQJVYFiu5fHqOxZx3BX/aT39mCmq+SOmjTeYfTsvXe+QT1nb34T8+TPFyn84unmLl5O5W0IP6Ykw7vKhqU27yYfui4Y56uWxcRvWsoZ7wohkQrw8TlGsFxk8XNfvIbo1jDY1TSAqlAdWcXC1uDJI418E+BPrpI0/EGY+/eTOv9SxQ7nX0tdPkYv1IlebiBb8Emf0UfoWMLlFMqU1clCI1bICXeB4/T/ycRPAOz+E5Os7BZp9YaYvENO1BDISoJhdqlm+m+vUQ54+zD7E4Ps3vDeLI2Zz7wzDxJ/KjgzHtaqEehERH4J2Ht5yZRZ3MsvXkvlg6iUsM/a5Deb7Pmm6PYmuN4oRUtht/bR/fHDhMct6nHwfbpdP3dMSwdpi52qqWVZsn4K9JohQaJozZrbl8ifaDG0N/uov1bQ+Bxox08w8IFkvafmSgNmL04ytD7+1jcKMg8VMB3dJy5d+9DWODKV5nZraDUTYbft5Zih9PCDxyeIPXIIpYu8M006PrODO0/nMDwu8i94ULGX9XGwAd7CO137vGu26tY8/PoBUnXt6cJTFvMXp7C9ML8rjDhx0bxzksyD5cxEyEaIUH8uEXrD4YI3/LsvmAr0Mqw5guniQ6YCI+H4b/Yil2tIVWH9I5fn8T0qYz85Q5Gr/XgzkoaUYnUNeynnmbi+hbmL1Aw/FDoVPDMCxJHDJY2evE88jSGTzBxqQt7YRE7GUWkmogdXkJu7GbyUj+1liCTr+xk8gO7qSW9mIHzhOc8/hPhUuzfmNX5fbCksjq74hIWPlcDl2I7oZ9CLsczCDDEqmOyrlo0eUp0eRfY6h2l05WlSTVIq9CiqnS4JL36DN2eedL+Ah63sdomW4XtzACJFeKjSuc7V/AfiNWSEnSXScRTJaTV8CoN3IqJJiwM20XF1inbbmpSoyFVnGkeZ7OkQtH2MGuEGaolma0GnXX/dojoCumxnADQlTT61dYVIMVvtvKEZv9mG2tlnYokGKiyOT7NrqZRLmnq50Wxk8//APwXhe1WUas2rd8eINunMfJJR0rre3oGqWvEjmQJjFZpBBT0oo1WkdR39bLmm6O4i44DcvxUjcC0SftXT5N6YJKGX6HUqtC8v47tUjA2dxE/WUdu7kXt7qD53kkst8TSBdQbjL59Ha2fP0zu9buZui7D2i9N0/mjJVp+MkZgynJmYK7cyMx795B6oo6UErVuoxclgbufotwdIv6tg4xfFaLzzhzx247ReVeJkY9sp5LWqF/QhVa2GX9ZEv9ElbmLnNbC2Mf3Mb3PzfAbWqikNZauW0uxU9J+X57Jl2TIrvXTiOgEbjuAsOHM2+IM3RRn6YIo+TUqhTXOw0gYUEm5aHqygOEVuFIJov0WtYRgZo9O0zcPUm1yUWqD4tY0szt1On40g5hdQq0IhMdD9GcDKA1BLeYi26sSvu9pZi5Pku+FlvvnWFqnogxNMPrn2/FPKEy+vJ3R17UTHTSZukgneqrCyPs2kf7WcbxjeXJ9fkyfRCsITD9oZcnCZhX30jP3VLlZ0PepAbq+O0v7bZOYfkGjs4nBW9qxNfDOSaxYgJldOgtbVHL72ghM28S+e5Bcr4YUsPj67URufRLvnKTS6gMpifY38CwI5nb5SDxl0/79MYRlE/r5aSrtIYRh031rgakbupFLOUQmTfePqnhPzbDmE4dIPlmk64c5Ou8qIU6dxWpN0HS0ilShkfCTOCIZek2Iri8MEX/apO9ri1Q2Z0AIpABtoQQuFeoNFra40Ms2bXdOEe4HWXPM99RKg5n37yN2LE9xc5Jsr0pyf5auO6sEpkwKF3YQGajgyteY3ROk+dECgZ8cYeHqLirrf//Q9bmoxyB3VR9TFyvk97Y5/mR7N8FSjmpCophQaFed4FEJiQfHESbUOqMUX7OX5i8+Scc9Veox6dghfOkQlaSL+IkqU2/fSvLRBaKnQXjcmCEPM1elQQjGrg7S/vnjFDp0xHLEkWJKfJPPTmnOE57zeE5YITv/XnXnXChC4lENFMVJ+BbGsi/PCleRAiFY9rKp0KEvsFbLk1Bt/ELBp2h4hY6Gil8YxFwlkp4SPncDoSxHOyxndglTceTa4AwxSxxicc73yeew7+dC2oKIt0bKU8SrOAQOcKT3UqViuSnaHof02A7pWSF+FoJ5M8hwNcGpQprpQgjbVJ4hPeeSFZYzypRziM3ycXLWBajLvkAuZ8B7NT/rnEqPokrSwSLrAtPsDQxxif80l3j/+Co8nv5ZFra6oSlCudUmecRGlkpMvqKd4row9tMDaCOzLGwH76ERfDMGlZTG4DvaKbSrSAXya9xO1pYtGbw5QzUhUKtQ6NDR5kuUWt3o82UwbSo9cRACtSZouWcSK9NE0wmTifdup+nBURRDYkX9lHrD5Hdn8E1UqCadCIPMt0+jL5RZuKabpfUaiVtPkHv1BfhHS0jLonl/jbndYeZfu4VCt5+mYzbh2w5TatXRf3YYbBi7OkDqLqet0/mPhwmMS4yQTfSeU0R+eJj04zYTV4WptEi0qiTbp5F9015CoxZtD1gExiE8VCH9eIX2e3KkH5yj82P7id92jOlLwzTCAisdd/KmztqsuW0exefDs2jS/X8fpdSiEu13qjWLL+qm9cEy+Ys6qW/ppPuHeSI/OU5g0mbhlRsproHwIEjNRccd80y/biOWWxI7ZdB0oobpl0zvU1lzRw5tNk9o2KZ+4VoqHWHqEYXub0zTiNgoDTC9jslg+2eeWj337f9ymLPvWsvi3iS1NU1k7l9i5FoPXT/KUWpzEualpqKYoBegFhWEzjhp55YOPV+fxvALuGA9tibId7oYf8829IP9mD4ITFj4f3SAhcvayPcFEV4v3ukyY9d4USbmKLdKRz25lGP8Kj/So6P0dKCcnaIR9zF1aZCJd25FXSxSWOOh92NHGL1OW60w1je24fvpU9RbQszs0Rh7SZzIvx0D02L05Qnwemi/e4n5rSpW2Al8zV+1FoCzr4oQP9lgaUuYQqdK7IzF2RuijFzvRa3azG1XUAt1Bt4UIzhhcfZlQcT6LoptgqV1GsE/f/YcwsBHvATGJPbynHApo9J5d5F6zI2VzdP3P4axdWj58mG6flyh9zPDTL20HT0vwJboRYuBf9zOyPVOGyvfA2qmGdMHwrLJ3L+AHJ2k3Cyw8gW0+RKx03WMmA9hg7m9B++STcvtQ3R8dwz3/jNEhp9dln6e8JzH/6ewpUATFl7VwKuZqJrtPMSXZ29QpTMMrNjYUqwOQK8ItzSh4Ai6HZKiCRuPMPCrdTwu06mokmWNAAAgAElEQVTerMrTBaIukA0V2xIIRaKqtkMCrGfYhPjtqsofCCEkmmLhVZ8hOyswpEpduihZHvKWl6LtJWf5KdoeFq0AU0aU/nKaU/kUZ5di5HM+RNmFKKuI6nLSuS0cWb0ukStBpPo5UvOVao9kNS8LCbYloK5CQ0GawklrbygoqkWbP0ubtkSbtkharRNU/vDsrv9TMPWydsotkoE3N6FnFQL3nyB3zXoqzZLw/nFG/mY3dr7A2i/MMPj+HrRig8BknZ6vTTmW9hrUo4Kl9SrGlk66P32SzC/zpB/NEj9SQE5MM78TlrZFmd8dwgiqTLw0Q+IpifR5GHxtAFfFInWwxsQNneT7JFZAx/ALQqey1OMeXFWB4VMYft9a7ONnqDUJ4icN6nv6EBbIU0NMfuhC3IOz6EVJbr3zwAg9cpbKi7cR/f4h8q/bRfpglbZfVJh5aRcAlau2kN0IfV+aZfDDG6hct41im+oET1YEkQOT+OZsKmlB+NcjeOarlDpg8hI/2plJij1BipuaqL1kNxPv2uoYEX5uP9WMn/TjReftemyK6TduwnvoLNVLNlKPCIKn89hBH9kN4Dp5lqX1KtqjJ+D0MKIlRb5LITjWoPujh2h6soAVcjP68gTVFHT+1RNM73OxuN5D+70VOu6tY3k1jFSY+P4Z3I+eYmGrhq1Bdlea5kclnd8cQS9IYqdNJt69bfXc51+2DaUBi1skM3vciNlFev9lCMun41kQjLwyztyOAO1fPY2rIkn/2zC1tB+1LYPlAQyTSotEGBaBSYvIoEnmH/fT2N1H5uEyoXtOoPh8xH50FN+cgQwFqDb78U/A+Ft6aXugweBHNzH+lrUExiRmU5DiuhiTb1yHezxL27/N0fKrImfe2Yzhg9J1W0kcgsk/2UTikEQr1BEeN/r+UwRHJZmHS8j1axh6Y4rEUQNrcpqRV8YwAzZKuUapE0L9jieOWhNMXKYRf3IRpQ7BXw3S8ddPoNQF7tkSWkkwvzdKz3dzBB/qp+3BOpNXxljzzVFSByuM3BCj9NM0wQ//pshj6ZE09R+kUCoNFBNihxeJnhSkPvsY+R4/RkBB2bKW8dd103bHDGf/YjviwAlkwEfyUInWzx1Gz9XRsw16P3yE1gcNvPOS3i9PYM8v4lmSVFMe+m+OUXvBBjq+cILZd1/I3MUJ3AOzLG3wEB62GbvaQ/DkAsU9HdjRANUXrmP6omf/bT9PeM7j/xeo5ww3i3MrFctXoJSChqVSt7XVQNEVsrMC+7daac983nIbyBQoK20yU3H8flZk2/CMhPt5xmmtVI5+lwzflgJrOQKjYrkpWR5KloclM8CcEWK8FmOsFGUmH6SU80JJQzQEiuFs5yavy3NUZqvD1ufO76gS4TMd3yIB9nJyuzCWq0XLn6PrFh0eh+wklDphRcUj/vicKFpuH2bNT2q0PGLR+cMZqpduoBEQdH83y/DbOh3pfiqB2RTEsyDgWD/ZPg+yVEGEQ6QP1PAsSMLDNmevd5N98QaEYdFo8jF8Y4jxd29l7f+YIHYsj1qDhc2C1ttHnTffyRnafm4xeq3G/BYPlRZJ78ePMXKth2K7wsS1TWgVE3dWEjk0y5of51HjMYQJnukS7pkyoe8/jhqLEpiwmb+indgvz4IULG7UsHN5Kk0q+VdvJ3qiQLbPQ6XZjRF0rtWJyxR6Pz2IPTJOz7/O4fvpYVpvHyNyMk+k32bo5la8iyaZf9jP+Ou7GXxNkO7vLRE+azN1Uy+uio1WMKnGVYyApB6RjH/kQoQlEadHKDcrzN+0hebvnER4PCxs1ZAuHHPFNwQJjMDQhzbSees0C2/cjhKNMPiWFB0/zVNNaEy9dydSU5CKQCuBYoIacpRzekkyu9fPwiYPI9f7mLzUT7WnCSyLekRieSB893FKLSqFPW0UuhR8Pz1M5jOHVs999IlpOr46QMuvbTq+OkB1RyeDf9aNa76Ad8EJlK2kJeULe4gfryBDAfJdGnIxS+dXBhl7TTuZh01mLo4QOjxF4Pg0QlVxHx6mlnBjl8sYu9cx8sFt1KMuFi5MEDgyQTUtaDraoBF20ff5cVofyOEu2NRSbgIDeYQJZ96ZZH5fgokrg4SGoNArmbpYkF+jkDxSxZ234PgAk2/bjNA1Eg9NolQNxq4L035/lemLXIx/YActj9RpfdDCHh6l90sTTF3quA3bGsSPSeT4NI0I9H+4l/Ird9K836CR9BOYsGk6UqDYG8IuFjn7Up30/jKN7iSuhRKWW9L88BJj10aYPZYifIvBzPEUqUMG8acKDLyliVpcIHJFoqcrKD4f9Ygg36UwdVmERhhmrkzR/ZVRhv9+N+OvdJSDwuNGHj6F5XVhXLyJ+W061YSg/12tyEYD77zh2A98bgrvWB6rWKTSIim3CXL72nBVIXi2TGAM7KCHXI+LhR1RhCnp+csjz/pbcJ7wnMdzgvU8LhlbCgxbpWa6sAwF0XBaTKseOraTol6quckZXoqWFwtQEWhCxcbGkBY1aVGTKjWpUbV06qbrmTaPxWqu18psELbAMhXHpE/hGfJgP78Kj7Sc9pS5XMP9fcfCkCrF5UrPkulnqh5hoJRkuhikWvQgSi6UmuOSLJeDVsVKXMUKhzqnjSVWBpaXFW7CbeMP1nB5TKfKYygoDbGa2r7ix+PVDVr1RVrUCkFFoKH+BoH8Y0H2hZ2YPhX/mQXMZIiFTRqp+8YYfUWM1p9XSBy1ye5uxjW1RMtnn2Dmlh3UI4KRW3oxUxHUmkn0VInQ9w/Q97dn0Es2S1uj1GIuMg8ZdNw6jvR5KHYHyW4AxRJMvqKDpQ2C3IvWk+vSCPcLgpMW0VMw/p5t9P2vaRJHDVJPVGkENYprgGyeuT1hUFXSn93P+LVR+v8kgivTQnlbG/GHxkg8NMHQO7uJ9DtrO/vR7cROVQndehAxvUBksI7hVWi9Zx6Adf94FjuXZ/xDu6l1RrH3bGLqZe1IRcGTNQmMQa5LI/vGvTT/P/vxTQtsj4v57YLU5/bjPzqJd3Ce3Dro+swZwoNgBCS1uIpoTtLy2SfJ90BlXx9n3teOb0bSefsCrfcsET0lqEeda1eYFvGvPs7Uq7qInoaFC0JED86QerKK7XUxu9tHIwymV3L2fRvxTQvcBYvMN07hWbLp/cIo7ffmyHdqjL1/Oy2PWggLRv77VuoRMD2C9IEGxiVbmX/T9tVzP/TmDHZ7kkqTSnV7B56ZMt3fzUKuwOJmQcvtQ3gWBLO7XIxc72PwLUm0Eky8dROyUqWWcPy8Wn46ydJFGc68N0PuNTsR4SCNgMLcu/Yxu9NDy6/r2C6Bb85k8J0dAFheBWFLJl/Rjjw5iLBh6mKFyRfF8M3ZrPv8DIk7TyMF1OIC35RC0xFB+z8dYnG9B/d8hcIrLiA8YjH8/o1YE1MUe0OoNRi53kvX358gOGaTX6PjmathXbSZwbe2Eh1wBo4zD9cIjNeYeeNmOr83gXdOIdurYgQUtKUqwgZ1Lo9/oop58RZaHpEsbvahPHIMpMQ3LVAWC3R+e5T2+xvIgI/mx2xm9mgIKem4p056f4nht3cxv8OPkk7SfNcYobM20dMGXT9YIPE/H6f/Pe30fuo03lnJ3M4ANCcROzYwfpVOrlvH8kDLo3W6flxGTf6/7J13lCRnee5/X1V1zpN6enKezTmvcgAEGATIQmCiDQYjbIyxjLGNbbC5RMtcAzY2GGNMEoggwApIgBattNKutDnNTo49PT3TOXdVffeP6p5Z+V7rXon7D0f7ntOn5sz0VFd1dVU9/bzP+zzNzN1Q0+UkUky8oQmxaxMDX43jm5Kk+hXcsSraUprAZJVsv4+Ofz1H03dOY9oV2DTwnNeCF9/XvSv1K5UpBaqwlv+vOh4DhaJho6pbcQhCrP4BIS0dS7XmwBwr+pjxNBJzzmBSwS2MVQyQNyWjlTAXim3MFYLky3akacVdCEMgFYlhlxZDIkCWlWdHLtRBj/r/tt3/WwlJWdfI6A4UYbXeUNaYHlM+mwGqmio5w8Fy2cNK0U2pZEMa1v6bNku4jVnDYYr1gFpAa20pahk42GvYTliapHJZw7wMuJn1M7mqrLJAZm03f8V8+F/7SvcrdH9nhcJgE+6j47TJTvS2Bsohk0LEQeCXkxjxFZK37yZ43Enbt0YxU2nYZDkQz7w0QM//PEv0zv1EvnaWckCh1CjwzUGu3cbi3k7saQhO6Ci6pb2yZ0D3CAIjaZQBH6l+Fd2j0nK8iG9GodIWxHH/05gHt+L8z2MMnWpn5E+HLcO+1w/Q+ngz7Y/m0GJpKn1h7KkKRqSBmVv89H7PMhsRuomcmMEsl1m4yzLt80+Xrc9R1XI/T13TS2qgn5ZnKmQ7bDT/coXWwxXkuTEcTgc+MczSDjv5TonrFbuJ3P0EwunEGd9B8q37WNki6f9uEf8EFPb2E7pYoOmeMWbetxXd2YKyv4W+PztK9P17CR8zSQ4qhPxOpBAUwoKmMzrFBhWpqejX76AQlrhjJq5lk/G3ttH37TjZ9Q14Fk3KfoE7buI/NEb2mgESwxpLO9ZZY8pCoCyugAhYnkCtKqYG3jmJa8XA95SlTZv/zX50z9qxdy2BMrGAfdCHe3SZ6EsiSE0Qfly1Jt1cThwpScc9E0y/tZ/2Tx2heuMOpGJn+g83ExyRSFVw8Q8iDLz/SRqe7EGqClNv7KDn3yaIvrqXqk9gaoJMj0LkcInwMcHiPhXPg6dZeut2KgGY/Mud9P4ww9CZAnIuCjYbxkAX2V2teBYkTcdTVBtclBpsGHs20Hi2SHKDn6oHPDFJ2+MVxIYBljertD5VRdElpYPrcKRN3DGDxX0+ii0SrShI9VvTY1q6jLg0hbd5E5WOBqpeiWGHQpNCcihE+6N54jd20vTAONWtXUQPCIY+PsL43+xBKQt6711m+k09dH0vSj5iI7a7kc7PnWLh6s2IchXHeIbR3+vENyUpNQmm7mij9ckyy1sFkScFhd4AyZfup+9Pj8C6AUIjeaQiKPQGcdx/DMf1B9BKEv+ExH7kAsLlJH39IO6oQHcDnRG6HiywssmLM+VGK0m6/2UEo7+d1O4IwcPTuFSVyqZebBdn8TwxRvqGwee8Frz4vu5dqV+pMrqTsvl/x8n1HC2AiqmRqTopVWxQVWo37rW7sagoiJKKXtSIZb2cy0R4stjPmUoTY1UnC7rGrG5jWvdzttjBpVwLi3kf+aLdiqjQzFWB76q2BSx2pGq1e4DVcW2pvEDAIwXZkoPlkpes7qRo2tFNBQPlWWxPXcRcNjVSVRfJsptM0Yle0SxAAqsRGLXVPnvKqtaiw7gsEwxQ7LVeVVWhWrBj1telSctvyG6u6XuEpKJrpA0PKdNOScr/rSX4YilXTGIGPeRbNXJXDxA96EEp6zhWFGwFk7H396O1tWLYBHJ+kel3DLLwB7swXRrKxAJth0ssvG0TpSYriLThaJzWzz6B//QymX4w3JKO70zgeWwE3xTYUwL/TJnGszpzNwdJrFNpP5RDd4J2fAxbpox9LErs9/ejHb+E3L+F/OYIw3dP0v2lEYphiTKzRGy3FzMaoxBxUAnZSQ966f3yBKWIF2Ulg8gWUEJBJj++D7UExWaBlquSXA9jv21N2XjvPUbDRYPUgB1Zk2+VWj3IagVjUx/pXhvd342i5QWu+TwTn9pP+tXbEIbliOxaUlja7SEfEcxfq6EWqkx8aAvthwo0nCuAAP06SzOTHFbQShDb40WpGlR9ktgeFSEhu7mFUqOGWgsf9pxeoO9zI0y8oYnYLoXQAyO0HrJG1GVbM1WXsADNNLQ/kmb0vV2kr+oh/L1L5Dsl+XZBaNQg1yGoeBWMSBNj7+3DnpE4kmvntzNhom/oJng8zsRb2qgEBKGLZdTFFRrPSiiVMe2Q3275L8l9W1CrJtleQWDMpBIQLG/RiDwuKbxmL7O3toHdRvuhAqO/30v4cBJXzJr488xL7FNxcm0qA393idjbttP60Dw998QY+MdJqgEnxvgUpWs3Ubh2PaJq4LvvBKFLRUbfFGT6Fgex3QpqrkK5yU7wG0dp+fIxCi0K9kNnmLg9RPdfPYEzWkAtGpbAfi5HtsuOM2nSf/dFuu5P4Ypb53lys5/xD2/BkapSDDtQygLPgsAbNQiOGkQPemj6/jkKO7qpelR8kwojfzFE33fTNJ4zkJpifZHK5kkPKATHDIrXbaD/u0WMgAsz5KX/m0m8CwaeBUnPN2aJHnQw+HdjmKrAc8ry9tF6uyGRRh2PInQT91iC2O8fQCmDUpWEzmYwCwUm37uOwOEpGs+VaPvMEZASbTxKMSwQUhJ8ZJSZd65jaY8P349OIisVql1NSJuC0DTK23oxHFc0PFfq/2PFin5yhoOqVFcBzXNVVarkdDvxgodywWaBm7ozsApSs6ZTREVAWSGXcnMxHuZH0a08nN7EsWIfFyutjFbCnCu3czLVwXiykUTGbRnxVevtqtoL1ltWZr29I9cAhfw/jIE/nzIhl3eymPURL3nJ6XbKpm0tJFWqq8DHlIKiaSdVcZMtOyiXNWRZXWtPydr+192hodbiqoE203JHrgM4qUkczqrV0qoIlJQGZRUhQHUYqF7d0vXUR9UFVCoa0UqARcNPQQqq0nxRgh61AtGDftKDIIXAkZQosQSuZYlrNosEYi/rounRWWJv2ULP16bQ3VAJ2knfPMzSDidtD8bo+cRxpKaQ3NVM+rf2Ieei2JMC97xg7vV9jH5oA76ZKp3fn0NLlbFnq7Q/kqblRJX4Ng9qBWbeu5nl7T7MbA6hQ3XvOiZvdaPokrH39IJh0nBOsnjbAM0ni5jbhhCmJLHORuDe48zd3ofj0TNM/E4P1c5GKkMRDIfEP63T+aMlogd99P3ZUZpPWMd55bf3kBhWKTVbDOLoO1txPn6RiU/tR1vJ0fJ0FlGu0v2dKBO3+8GE5e2CjgfiKBWd9k88QfgfnqDv32cZ+uwkE7cFUCqC+WvcJDa5yXUKFq5yAOCdlUQey9L+kwXE+QnsaUHfx05R8QlWNqmsbFLp/Nsj6E6BPjfP/G8N03zSpPGsJHnLMIvXNRGYqiKiKzgTBsKE8P2ToCm0HdIpNijMv3mYgb8+hZaHQrOCIwW+6RKFLg/dDxRp+sE5st1rxz5w73GqPhszrw3T8+lTdHz2GRb3Opj8nT5sBROzOYipwdIOG70ffYbYPg8zNztRyhC87zRaXqJUwL1Qwn3f05RaJKZTQynr+Ceh1OFDLUuMlgDZHoGxGKPpZIHJ9w7jjRpEb2nH9DkZu7MX+1Ke2T/bj2sigVY0KLd6YMsQifUu+u86glKG/r84huGxYU/pzH1wL+Mf201wrIK5cx3NJ00Up5P4bj/lBhvxVw5gnh5BdwpseUn+4CAL1wfJ9FjXoMan4gx+YRYtV8U3nqXnuzHKQXD96Bj+kTSeBZPqlj4yPRqmBi3/eISOn5tUGlzEtykYPic990Qpb+rEMyvJdKskhm1UQnZynS7EQpzlPSFcD58iuQGy2yI0ndZJvLSfildBlkogoNIWhAYr223qVV7iB1to+/oF2g6lqHoF8zcGGPv7fRhOSerqHuavc5J4+z5EIo3M5en4u6fJt6hU13fR+mSJyINR9AMbWbp1GDVTptRgY/Kd/SgVk3LguSHNlZbWlXpeNZMOYiLABX6thIL8P/ryGFhp6RndSaLsIVdyWKLfWgTE6oSWvTaqXhEoFQVTQF46maqq5Kp2Ztwhmp05KqaVMTWVaKBUslm6nLK6NpJem1gSpuVTgVZne1hlTuoeQFJ7gaBHCvSSRk44WVKtJPeS3YZHq6DVIiPqVTRsJMoelgseMoU6u2PtJ1gsjNRMUAWyzuj8l6W4zHtH6IJyyWYBNpVaWrtE6gKjZFuLlwAwBbKkUjEEU4VGWuzWt/2qliTMi89p2bRBrsfEFVOI7VHwzArm7uin7YvHYbiXxrOSilcw97ouKkFAUej+7BlksUjhTbtpfyRJsa8Bc6gRz7Ep1PUdJNY7iP7ONvwzJoHjMYQpmXp9G1WvyspVbfimSiwcdNH12RHsrkGqG220P5wmvttPyy8WGf3LLZaxk3DS/600sYMBpE1S3diNPWOSWK/S+nAKFIXA7DLeqQZL4Ctg5o930nDBoNjqxPf4JMP/QzL5e4Ms7m/GsQLm1Vvw3nsUgKaTWWZe5qf3njixa5pQdJh+32a0PMy+KkwxLBn6VAyhKihVCIyCM2mwcHMzpSZJuG0P5YBC4FIeNVWg79tJMusD2PImsV02+r4yzcwd3ShVMBywtMdH249TTN21jZ67zzD9gW0gwT9hko8olF65G1tRUn7FbpwJST6sIIUgOFGl4YkYif1tJH9rEFteYtph5AM9KBWBbxoKrQJ7GpKv3UJoVMf72Bg0hjBGJ/BsHGbpQAhbzwa0/Nr5XXzZNrwnF3B0dbLwjq24VkyqAUuf4ntmgflbu2i/d4Jqb5jJv9yJ4ZQM3z1J4roe5t6zDfeSxD9TJXqVhzZ9AwN/P87M2wYIjRp4Fg3KQZVKQKD7HGDC2Cd3EXlcYjgkC9coDN89jZlM4duxlZWdIfxTJsSWmX5XCwD9dx0nfds+AjfspPv+AvpVWyg12Sj7FKvV9smjqOv6Mc5fIvHhA9hTG/EsGdhyBt7RFOMf3cPAFybIb+vEuVwiscGHWjvFzfEpxj6+G3taUPVJIk8Y9H7uAgz0Uox4yXUqhH44SutiC9Lrwty9iUKzSvIaFalKFve6ccecCBN8c1USfjvtP44inQ6yB0IEQgFSwxA4sJGOn1VJrLcTPlbAPa9jODXMzlakAN1rQzuxwPLtWwg/bZAY1oi+YT2Rny3ReCbP9C1ehv8pjiiWkT43hqOBxsMLTPxuP4ZLEjoP4e+ch+ZGchubSA61Ej4UpzmugabgjpbwjZZRkjmcnR3PeS24wvBcqedV6Yyb+Yyf2XyIaClAouIho7somJbLcFWqlgGf7iBVdRMr+lkueCjkHRYwqU9m1VkX5TJgItcyn6oljaWEn0vLLZxabufUUhujy03k006MgmYxOyaIqkAt14W9NU2MgQUIau0dWY+ZkGuTVi+4DIFe1kjnXEQzfmazQebyQeYLAaJF6zFfCDKfDxLN+khm3ZTydmRFeTa7I2vvhWaujegLC+goVUE9eF5q1JxfJWZFtfapLr6ubY9SVFCKymqSfH1ijYrCXC7IuVw7Z4udXKyEmdZffFlajf/xDOvuniN8rEz7IZ3IPRdRyxIUhdE3BUkOC4otAntGouVg7rYupt+3GXPvJtwxneSmAO4z86T6NfB5iO530nCxTKFdsrRTMPGWVibe0oZps8zPQidTLFzjpv3RPOamfsZvc9H26SMo47NWzpOqMviVOM4VQeuhBGNv9KNUrJtkctiFZ2QZwwmTb4xQaQ9gtISQxy/Q8a/naP9ZGlsOXMtVUv0qZlsz0+8YpPG8QdtjOp1fOod2bITpj+wDQJwdQytCdl0DWgF6/vwICGh9skLjuSpDX45jrCTIbI/Q/6VZVrZAfLtG5MsnQQpsWZ3Gn02hpgqIcoXcoOXp4vzpCZrOGEy9pRtHWtL+vSnsWYtpKqwL036oxKWPbKT5pE7zSZ2G/7xgvb8Fg2yHQnLA+hxGHooSeXiRXJtGubcJ0ybo+O4UUrHO4+HPL2A4JY1nClQCJvkOk9DpFN4LCYq7+zEujTN2914Wbm4AYGWroOc7a+G46V6NqTd10fqjCSJfOEpqUGHg60l0J0iHDa0omXhnH9GrPPT+KIctK7j0h72kBhVCYzpa0STVb8OwwdxNPmgM4p03cSSq5FtVsh0KhhOyXQ60kvWa3ofPI3QroBSHHdHbSct3z6OVJKHvnWT6zk0ANJwRVF66i7bHrJZj9CoPVZ9mgQS3INMHCx/Yy9LBRsSuTXT+zRM4T82QHNLQfvYMUlHwTcHFP+nB/eQY6CYdnz9J+7+cAUAZ7sc7K+j6zzQDHzlFclijcGCAxRvDOA+dxXDA8u1bELqB7nOwcK0PrSRRKzD8xThaQZLrUAidTuJ8YgTdCaJYJjscoPX+GUbfGUZIK6/NtClUvbCy0cX0y/2khlwYXjsdP17A+fhFitduoOXBSQrNKl3fi6K7QTo01JUctiwgJbmtbURvaEKtwMRbOmg6YxA+ZqJWJeUdAyzeFEYpSxxpid7godThwzx5nmLYSWpTEOmwEXpg5DmvBVcYniv1vMrM2kiaXkoVG0m3i4CjhNdWxmcrY1d0VCEpGjaKho1c1UEs5yOVcWPm1m60UsiaklYgK5bIVmrW72QtCkKoEr2ooRc0CnYHsh6voIu10ez/2p5SJBKxKg/CFKtxE8BayrrxAkGPagENqQsqWTuVvJ2czUnSoWO366vePLqpUK1qVEqaFfR5GdCTmlzV5FzedgNWfXaUiqVfMO0m0lljjQSrHjzCrLM/1nqEWVsXEll3ZcZ63nLWgyHDZHUHabeLuMP3wvb917hmPrgLYUK5wSR4QeCabiQzIGkulWk7bOB55ByZl28i8OgEZlcLU6/2E3lCpxKw4X5qHLcpufiXw9jTEH1phI5PHEHr6aL/r2PkXr6VxLCKaYPuH6eJ7/GjVHx0/DyHFk0ic3n6vt9F/N37KDUKpGqZ7OWGAnR9axqZy9H9gAfH06M4X7YB3/ePsfT23bQ8Iwn88ASl6zZjG5lE2G0Ip5OV7X4ih9MoM0uUbhlADzjo+ORTKC4noi1M/uphKl7FGq8HFt69g8ZzVWI7bRhuSfojBwiMS5a32ok8lmf8zc3YUy20/yJNpaeZ4f85Q3FdK6lXb0EtgWlXkF43I+9upvkZCJ7PYsu7MPdsxPvAKSre7ZSDgspAmNDPJsge7MUzkSU7HGT44+MsvWoAIcHdFcGZkthjeTq/t4S5nEBpCJHa105ig0rnT/OkhqxssPyWdnxzOlDbEXwAACAASURBVOGfLZPd1krjacHKZje+SUGxRVLs8JHt0DBtgrbuTmwZhfZvjiEjTbTen6a4IbJ67NsejpMbDpE50EOurR/PgiS1MUjX58+w8ppNNH/zFMrtWyk1CGJ7fHjnJJ5FHaViolZNkkNO/DM6CbeGMKHU5sM/UWTyVjcDX08yeVsI3yRU3VD1wsAHnyZ5xy7sGUH4h2OM/HE/agns2Ua6vjbO2F9sp/3RMlpeZ/JWN6GvPY0a8FN61QbCj8ZYvKGF1kPLJG5vpv2XBp7HRhBeL5X+FuydHSQPdtB0qoLW18PCNQ3kuiVqUSArFZSKjmhsYPQ9nQCIRJrWxzWElKz85lbcUcn81RreOUHytm30fWWG/KYI86/qIPwPTxBq2MPifpXBz06ApiEkdD6UInptI8FxH50PZ5DZHEu7FQx7J8KA/nvSpNb7KQcUOj92BHWgl/G3hWl+LEaxvxF7scT4hzYRPmYy9p5egpdg9tYI7Z97BrNcJvWW/QSmDKTbgedinFJDK4ou8c5JksMqHT/LYtpVtFSRyEQRFAVng5eVLT7cSwax3z9A5KtnmL1zMw2/rDDy58PPeS24Aniu1PMrAbKiUDCcFPMOljUfdkcVt6OKpho4VIOqqVCs2ChVbJRLNsyCZrEP6n91DgaqluGeVKTlK1O7+a9NclntmdVR8tUYBayWkFSsmzxYxoOXe9bUfnf5tmOCWnyBxGYt4RxTrIImsyoo6wrVima1zGquydIQFiNTBzeaiURZY7jq21gDYfWRdKmC7jXXWK9nMVK1dWsSw33ZCNZl+ysuf76EctHGsuElV3Iw7QjhtXejMPvC9v/XtEwb2LLgm1LIDEq8C0G6HtJh1wZcsRLjf76FwCiYPa2o0QTth5zMvMSOPSXQDwwz8IVJIo9L/I+NsfSqftTGBvIbWph/dxuDHz9PKbiBSkCAKggfThDf04D7+DSzvzVAx4PLCEMS+cEEC6/rJzheRVSq+E4vgZQkXrEeZ9Jg+TUbaX5kmug7duOf1jHtgtG/3UbonGDpD7ehFaDpTJlstyA96Me5HKDjZxWSQw70bXtBQMvTRYoNKonNkvZHrSmtyKE0SkVHv7YB15IgOKbjWshTbAow9Wo3pgquZcnsSwJ0PpJl8m3d2HIWiHauSJSKSfQlrUQeN8i3qoy9yYdnVkEt2WhditD02DxGo4/ZlwRo8vXgmS1gjoyz+Obd+B4po3sEbY8sIzUFe1pn+tYG/JNB0v2dtP+yRMWn0HNfinyPF09MJ7bLhmHT0D2CuRvCDH96EsdAhMV9bgwXmA6oehSaTubI9nqY+c1ODJcEXQdpGT3aHl7z4Yle30zr40nmbwxRbpTYk4L0oMSRWoeiW0AgeKmAminDxAzC46GwqwfH4XOWa3LjEO6fn8Mz1gaGSXprEwBKBcbfGKL5uKTqEjSeK6EdLqJ0dZAaEoQumBS3dyMMcC8KguNVqn2tRB7XmXmZjaGvZBn65zQL79lPttdk6GMXGbtrHf33pIjvb6LvKzOk9rVjDHUhJJRDNuZ+pwt7CgI/voDs6cCzZGDPKmT6BIXrNzJ/nUL7oQBqsXYNUBQmbvMz8NU4zY9MU+1qJrnRjWGH5a2CqqeT5qMZ2kfyzPzJAToeSjLw5ApGKk35us2ERsrIC+OE1QGKEQ8Tt/nofqCfvu9mUKYXaXjKR6m3kdSwQt9X5zB2bCDX6WHgcxPkdnVbztQHu+n5SYHUoBvTZoFCqcLsH+2k+95FdBc0nMqgxBIYK0m0HWFSAyqd/z7G6Pv7UeNpFJvGxJvDtDxj4HtmHnFhkuZxS18nDBj78CYGP36Bix8eZugvTsMf/ffXgistrSv1/MrEukmXVWRBQ8/ZKGScJDNu4kkfiykfy2kvmZyLYsaJmbMhSgqKzuqIeL2VVZ9I+q8ARRrCcg82xbMdhutVZ2nqIt/6OPd/Hb6qsyF6zZTPfOEuy8BqfAW1jCuhW1EWVBTMkopR1DBKKkZZxazWQFq9dVc3EayxWVKTa7qjqkCpjZ9bDsu1sNMaEyYMa/uVUs20RzPBbq6mwpsOiemwQlllTeBcf5hllUrOTjblZmnFz1Ss8YXv/69pmQ5Jxz+fodgM/X9zmnS/DdelJQAW93rxTUN6GJSRaWSxiC1RYvDLMbxzkq6HS+jdLcR2KRR2dlNoFdaNVQjcC4Lp92yk5eFZGs5XGP9NH7Mvb6TpnlMsvaofd8xk9uVNqNkyyzf3oZYljkdOsHhDC8k9YZJXdbGyReC+tEzzoXlWru8iMyjxnJjBdd9RPLNWu6T7ny+iu2DhoAOpSVqeNmk5XmJlkzV55Y6ZlJok2rELKLqk974yniNjAMy9NIBxYYzeH+TwTxssXKWiFKtUgpLePzvK0JfjOJNW/7QSciAM6PjeDEjwLBksXG257CaHVZwJE1dUof3+GKUmqzW38PIOVrb6abygk+nSqATsJN+4m8F/i4OqYs9IFm5sInpdA47lIsFRk2KzgmtJYksUaHlomvjuAL6Ti0il5vHTLGh7OE74KagMRJh6lQsAd1SilsAVr5Lt9bC8XeCKS7wzgqnfW8fcS0LkNjQydvfe1WPfdKZINeQifLRA70ePU4yYDH1pmUy3RtkvaDyZYvYlHkbfGkIJBbn0wX5chy8y+4c7mHnXehLrVJASw+fEnJiujZ/bcS8KXFFB4NQyTT84h20xzewrG1g50Ip3GoLn0zgfPYM9I4jcM8LiXhvqyVE8J2ZoPSKRmmI5R58r4V5QoLUJe1qQ6/eTGobCxgiehTIcO8vC1T4W96loOSs+o3D9Rsbf2IArXiGxGSKPl1naqeFIKEQPqISPWT488Zu7aXnaRNo0Uge7EE+dpf9bKdq+8AxDn7yEVGD+5gDGzBydP1lGWckQf0U/xr4NuEes82P8ozuI7/ST2KDR+6EnUQ6dYO6mADKXR+YLJNY7qPhNZC7P5Gv8eH9+kezebhIbNKpugVqWlJodNJzPMfCtFE2ni0SeLBK6ZDD7mlY8MYPMcIDyunakYWBq0PXNacobO/EsCDLbI8y+phXfJLhiJWTAixJuRjgdxPZC+Kk0/nEYu2sd/jGF8lUbnvNacAXwXKnnVUpFAUWieKq4mgoEw1mamrOE/AXc7jIuRxVNM1CERKir4VXWsh56ebmTsILVxikpKHkVUbQeMmexQqLeDqqPmxvCAlxVq71VF/dKURcC17QwplhjO2qtJGtpYvieO2/lvytRVK0cMJM1puoyPY7QTBS7YbFThrC2EUCrhabaa0Dl8rH4y3+0SQvowNo+2y7zFar7B5n198ACQNJhrj6wmxYLZrMAkSiriIIKeQ0zZ0MvvfhIXc+MoLJ7CN+0RHS1kW+XyHSWhWuswMT0AAx8ZQlcTqbes470Oh9Td7Siu6HQYiff7sK1ZAGTzr95AiORxHn/M7T9LEHjeZ3yQAtq2WTgI6fQXZB69RakAuWAgtRAWUkhFSg1CSb+djelZuszm+2yLr+zt0YwGn2ETqbwjSvoizHErk00nSnT8qVjoGlU/ZLee5YY+OIsiiFRD52i5XiJclBQalTofKRM9hVbcSYNtEyJ6BvWAVAJSNT1A0ze6sV/bJ7wMROqOlWvZO6DexH5Ir5Ti3T/0zmi++1UQpL5W7soNUFsl4rQofVfj9N0Rif08Cjhp0sYQTctx6uYU7OELpUptgji2zRaH0+S7bSjFU2mX9uCOdBB07EELccLCAMmb/XjH8tSCULoUgXD5wSbRmpYYvrdGE4Fd0xgT0lG397E4n5QnzpP8AK03f0UzpRJ771J5q9x4v/+cXruK9D8iOVorRUgdEnH9/Q8w391fvXY26fiRA84Wd7mZvktO5ACRt7dhFqG1nsuIio6vXefZeiTl4i9vNtqDw13U/VIur8+Tfd9KyRfu4XlbV5yr96Ja0Wn6VQOww5aUUIijdR1krta6HgojWEXNH/jBPFdQWbftwNbDsY+METooknidVspbeggvk0htTFItsdFucFG1QflNj9dP1lBLZo444KqVyF6wI1+/Q7UkvX5rAQk3f9yEQQ0nzDRnSp9f3IEraDT+81FOv/uGQb/cZZsp3WOp9aB5wdPg6YQOB4j97pdKMtplGCAqd8bJt9hhacuv303ie0NzNzRTfOTKyzucSETKXS3SvcDZcKHVwDI3r4XtbEBqcLcH+xg5u0D5DolkcclpW09BMYgd/06ljdr+KZNUsMC92yOQrPK/LU+Fm4IketwojtVKj4L9HrGMlQ8grkbHCy+by++ySLYNCpBjci/HKfiU9Dy0PjN40y90oNYSVHqsb60eacVxu7w45vRaTgvKbRLovueO//rxXf1u1K/UpkOE9Wj4/GUaPLmCdiLOFUdXSropoIpFbJVB/mKnXzZTkF1YAoNs6ystXKMOu1Rq8tZl5ogV9ScmOsBmatPV2uUkK6shYFeNomFuGx15to0GKqsjavzbEbp+ZRS0x/VX6euv7GZ1mi4aiKERNdVDAlUn51bJWqa5TpDtLqdKpj1da3O7FsLYTeQVct6f+39qv25Buhkjbmytm3tfy9/rvW7+vpfXNX24xmk047H1YjpcdB7Xx6zpw0hYf46P+FjJvGrWii2hGk7XGLuegddDxVY2egiOaxiy0HT6TITb2ml5wdu0BSUkWkuvTXE0L+toAdcVEJ2xO5huh/Ios4uYXS2oGSKjL+5mcpQhKYnYhBfYfENG/AsGrjve5r4x/fQ/+fHEBsGUHIljJCH4EQVZcs6ChE3CwdVvBv20HChjHcGpm5rwb0kafllHNb1ozw9inntZlo+ccT6nxY7ySEbtoyD8BePwj9A94MlzLEpun7qYeLtXehuiam10P+9EvPXuDHiyyzcuRNhdBAYNwl++2lSr99F5BcpRFUnenMLorMN98/OQm8n0y934Jt00HpoBaOq4xqL0z0uWLy5jfmbQhRaJUMfu0g5sAFMk8nXNeKdkyi69blTChUazpuoJavlRlW3XMIX4ngvTeHrbINMDu/+HmK7VaRhoBhgXLsV/6Nj0NJI+Okq0Tt3Efn8UUrXbKX9gRjljiCOExNUN3Qz85K1uXSZzdL5qaMY+zaR6XXR+YjB/LUa+Q5BaEM3cze46fn8MrJcoelEluCYnfnr/PR/fQkjvkxpcxvpPoW+ry8AEH1JBHtOIzSq47mUYPbtgxYr9vUxLt3VR+NpK6ak5SfjEPAhsnnQNMxEEn37IKlBF8FRqPgErhUTz0ye5c1+HNMJFm6JWIaCTRJhqnR9a5qZN3bjjEti17fQ94nTzL5nKx0PJDDPjaB1dZB4wz6cSYNsTwvp21tpPqXT8o3T8EXo/3aazG27WdohUMtBuh/IoUdjTH10Dz0fPsLCXftpOmIxOaO/3YxSkUy/uomer04w+mcb6XikQny7k2Kzg74fZBEVnal3r6MSMnEtKQTGDXwTOZSZJYSqYHskxsIfH6DzkRyzN3np+XGW+M4A+XaBZ17S9NVjGPs2Mf1KF83HJb77TjD1oZ30fWkK1+4OPFM5Zm4JonvdhM5LMq/aRjkgaH0ijdLXRf9/xDGzObRfHCf9uj0ER6sUIhrFZo2q23Lp7j5Ufc5rwRWG50o9r1K8VQL+PJ3BFH2+Ffq9y/R5lhnwxBn0xen3xhkOLDEUWqK3IUEwkEf16qvtFmEKi7mptZjqzsdSqwVl1nxp6poWUW9trXrrgNBkLWaBNfamzrYYrAmB69jBZqI4jJrouNaGegEl669Zm65SvFXsgTKeQAmfp4TXXcLjKuN0VtEcBjjM1deUumIJtCu13Kt6enuNdaqzM0KrMUGXA5M6K1ZnlTQrS0u6DKRqiaBFxWp5KUXFWpasqa26r4+s649+lZber2mVBsPMvLYVYUC50Ukl6GD8Dj9KFdp+mWVxHzjSJl3fj5EcciBV0OJZmr70JC0nqrR96RQrGx30fX2J+ZsDZPo9xF+3kcFvpMlsCKFNRFncpzF7gws1biVtj93updLmJ/K4TnLQSWGgkcKBIZCQb1XQws00H5dkbtuFeWYETBPTruFYKRG9tgF7psrgZy7R8vkniB5w0PKV4/R+fZbGfz3KyLua0IMuVl63ieaTOvMf3E9iS5CVzYKGi1VynU7UjjYApm9xYu5aj5DW56nhPPimCmjxLFIBxevBHTMJjVZJ9ynM/skeGp5eJr4/xMQbW4h86yJL14ZZuX0rcmoOLW8ZB07c0cjiH+xl/jc6wDTxz+gYjpqAvr0VRYf5GwN0Ppyn+akErT+ZRjEEpc4AukOQHnCzuM+D0RLCPwHC52Xso9u59LthZDaH58HTaDmBOtBDYgPYjo4g/D5G39KIezJF4/kKC+/bQ7lB49I7W7BlK8RuX4cWS9P61NpNb+rOjUTv3IMtnsORMYjtsuGbsgTs2S6nFSz6G+vI3LKRhWv8pHsc2DMS0+ck98ptZDs1uh7MUmkLIl0OTLvAsAnUogGpDMKAzh8sYLY103bYxJ4zWbm6HQI+zIlpihvbSR7sYPJPtpLvcJLYLNGKJoWIpTdc2u3D1CSTvxWh9XCabDf03lcgcjhLan8HbZ95isBUmVKjYOJPt9D+aJbkVituZPRdHXiiFaQC/okCDSMGrodOknjtFgBmbgmSa1Po/XER/6Qk2+NGv24bfd9JsnSn5cy9sqcZUhkU3dK6dX/hLNFbe1HKgmyXnfYH4wx84hxSFczfFMKZkHinFTo+f5Lg4WlKLW6yV/dRGW4j9vsHqAQlSzu8qGVQlzNke8HUJPacRBnsZeYWF+GjJt7vPMnY3+6g9xuLjN7Zje/JaUqtHpwJSf9nLlLxWYMbii6RqsLK7ibygw0Ir4eJT+zDdzGNc7FA/7dTJNdD8xeP0HwcyoHnDke+Aniu1PMqj69E2Jsj7MwStBWseAWsOAUVE4ei49NKNNgLdLhTNHvyOF2VtfaVAIRcG52WNcGyWtPjXDZyLWoTR6uZWxIoK5aI+fIxby4bP1dYE/xSA0xFFZmyW8nk1RoT8kKq3iKzm9i8FQL+AuFglo5gis5gik5/mnZ/hvZAmkhjmlBzFpu3Ymlt6tqfOitTZ67qYKb2HFlrU1FVrO1N2BE5DcqKxWrp1t/qY/kIa79Np4npMjHdtZR1m5W4bul/lLXJsBchw5PY4MBwgS1dYXGvHedinoH/SKIVJcrpUbSCoBxQWLqmhVwXdN9fZPKNYYzrtpMYtjH/7q2WP088gRRQbFRwZE10rx1TFVAu03a4Ss8P05hLy8y9oZ/2Xxpkuhx4RuIUm60WxexNKpH7Jon8cJLKQATfdIHgM0vM/NV+8hvCmE6Vsdd7aP/+lBVeWigy9bH9NJ41EIO9LLyyk5Xf3kPrEcniPg9NTyyhOxU6H0zReP8InjkwnAK1KslttryXghchtsdN1aNhuCXJdVD12li8sYWORwtMvG+Y1LAgOWij+/4MwTETUSjhndfp/7c5ln9jmFwXhL52lPEPb6H7J2lyXZLeT5zC1CA4XmX52g6WttuoBCWBMSi1+2g8kcKxItHOTWLaNWZf30PVa5Lqs+GJVnAmDbzzJpVmF/6pCubSMp5ZQWAUpv9oG6K/m8iTJQqDDfTfm0Vu6INiCeeKQOSKaHmdjh/H8I1m0AqCYqsL17LJwssjVD1rtzVHEnQPTL+2hXSPRvcnnyH8RIr+e0s0PBml5ZkyTT+dwFQtfYx/pkL4sWVKYRf+X04Q/kWMcpOTXKeTzLogalnijhvM3Wgnv7uHzu/Nkd3cgjAMfE/NYMsZhE6mELqBMtiLayTG0m5LR1bxCIb/+jy+H56g9+/PYk/rlIOC7geLdD5SYPaWAIoOtqkY46/3gBCozY0oZQPDAa1HDSZf7aXx8DxGc5C2wzqzNzqIHtRY3O/Ffy5B5rU7UKvWOd5+KE8xLEn3u0gNQ65dIbHBwcwrGgg/maHh68doOJUkv6eH3r86RtMpib6pl/C/n8IVg6pXIKfnufSXG4hv99D57SmrdThaRWgal97fS6lRxXv/KSZ/w2F9dy0KPDGD5hNl9MlppAJ9HzuBPWsgZxbQXRLfmTiK08nw5+dYvClM61GD+Mv60Io65ZBg4v3raL33EqFTSZpP5JGqQvBiDqlC8sY+HEnB2JtCzN4SYOH6EMIExeMhH1FWk+L/u7oCeK7U86oGd5EmZ44Gex6Hoj8rT0upJaLbhIFXLRPUCjQ58wTdRRSXvjalpV5GNNRYmLomRsjLwA2XPacuQK5aDJFSrt38LwM9q3EN9Xu7ael8lJKCllMsYfCv4MMjagaHit3A6y7T7MnT5k3T7k7T4U7RVlt2eFJ0eFN0BNJ43GVUe633Vm+n1fU4gjU9Tv1RFasskFIRKKXaPte3u97uq2mdRFmpAUdWweQq+Ku13lYn1+p6oxdZNZ0p4p2WRA966P12DCkEcmSCxlM5RHcHA1+ao9Rg6Wq6flqyghn/eQJTFSg6VD3Q88njFPYNUAyb6C5I96lkel0EzySQpTLOo6MUuj2UrtlI+3/GSPVpGE4w5qN0fOII/gtphCEwOpqZensfWqbE9Ms9ZLY2IwXkWzW0VBlhCmbe0AMSFt65Df8Y+M4tI0cmyPSb2HMSw25tV+z6FoLH48R3B4jesY7IT6NkOjWWdirEt1pqhXLI8nRy/fwMA58ewTcNmW473gUD9cQlOn9apPmkiX/WYOZlfhyJKpNv6cL91DgrV7XR/MgMaklQfukOtLxg7uYAg58aYequbXR9f4GlHTaaHlug/dE89qQgdLFEbKed0TcF8c3rTN+5idQGH7a8xD8mCEzpRK9y4JlIY88Z2FeK5CN2pu7aSnCiSvi+caRq+b2oeYupSa73UQnYmbujD/eiZPm6TmxzKxgNHsrNbuxpyLWpJIdVDCf4JnKrx77tgXlKTSZdP07QeK7M2N/uYPTNAdTT4yxf3cbsTXay+7pJDa613JcONFHxqghVIT/chGshz/JW67xpOF/Ce3YRYYBnNEH82nbrHCtVMXN5ykENUSpT7mpAzi1iLC4x/IVFBr6yRHKjRIQCyJ3rGPvQRhxnZyk3mUQPuLFFU5RDkv6/H2Hujj6GvriELWtgtjWjnZ+i5ydZio0qHb+oMH1HJ8pMlNmbVEw79P4gi2/WILuugfgOQejQFACxPR6UiiA1BJ2PVCi0Stwxg677kyzu97Pwvj0oS0lsOZ3lt+8mPaAw81IPcriXQruk9bE0ox/dgm9KwRs10OcXCI4VWTioUTg4TO99RZLDgtRrttHyNGT6TLo/e4qlXQozt1g2JAN3X0Ju7GdlvY2pD2xl3eeijL4zjBIKIvMFDIfAljWw5U3UfBVHUmJPCYyBdogtw1NnmHy1G3VigapHIXg2RcdnjuJaElQCkvafRHHPC8oH19PxueMI/bmd5K8Aniv1vKrBmSdoK+JQ9P/rcxUhaXLkaHFncXvLCLtRa1+ZSJu51oq6HPyYl/nM1Ee460Co1uJSdNYAQRXLqO8ygXK9tSUMUKqgVqwpKFH35XmBJaqWOFmzGYTcRULOAg32Ag32PEGtQIMtT4MtT5MjR5MjR6PDAnt2R/XZkqU6q2OsAThxWStKzdUAnaz5ttSnumotNaELtIyCPalgT6rYsrUWlv7sdp0wxLPf59r7+2Ir7dgIuW5BxyMpUjuaSW3wMXvXLqRNpRLxIx12Gi9UafzGceavciEVGLuzF8cTFwh/7gjhY1VERwTP2SjeGev9dcYljccTEE8i+rsp7xzAM5nFuZAlt76R8LE84XvOM/tHO1l5xz4KPX76v5dHXc7gmzZJrw+glgTRA1Zro/n751GTWZRKTWplQOQLR1ErEmm3MfeBXUSekAQfGiEwXsC9ZBK6VCaxuxlhQLbPhEKRtm+N0PfXx2k+VRtLf8z6xisNk/H3D6O7LZNFR6qKsXWQ+A43KxtVDLsV9Ol82kr1zl09QGrIioDo/uEytoJOzxdHCR8rs/DGdTSf0knsbUV3S4wGL3M3eDAdYB+L0vUPp1DLoLsVXMuSYotCy5EkhYgg3avhXAJ0A1MTqIkcwa8/iWde4h5NkL6ml66PPIF02Bj/TS+e47P4p0o4nrpEvt3EsIMnWiGzow3DpaFWTTp+EiN8OEHziSq2jKQYWUsPHX97G10P6WTWB0hscDD4V6fova/M5F2bCH3zGAioeBX6vjRB1SNZ3OfAmTaJbxdc/GAvUoPFg0HaDhv4H76AfXSBkTvbGfj8BHJ2gXybwHshgTE6QXXnILl2BXNqltmbHCy8YzPKYA+j74wg7TbsKYXFl3Vg2iwx+NQ7Bxj+9CRtnzlCbkMLrU+ZzL11HaGRKqbfRa7N8tCZeddGlGSO0NeOYl8u0PWDGBgGDWes6+Tydh+ZbhXvQ2eQmiR90NIwRQ6l6f3kSRrPShzTCewZga1gIhWFtm+P0vn9eXK7u1FKBkoVev7xIuFjOupSEueSQI0u03/XU6hlSWyXSv62vWjnJun/1gqJDTaQkvZDFdSqxPedY2hFwcLvbmXg7y4x9PFR1A1DLL9yCKVQoelsld5/GmXsHW0MfC3Jyo09yFye4LiO9vPj+O8/y9Rv+Gn+6nE6Hogzf52X6B3DZG/fy8A3k8y/eRhTFUzcHgKhELqkExiFiTdHaLt/DueJaWJv345pf25Z8hXAc6WeV9nV5zfh5FB0vLYyXmcZURcO18bTV9mcOsipsTXWxFX9YbW56mnnUpOYtlrLxiYxbRZdDDXmoyZ2RgXDZWLarQR1wykx7XJNxPwCyrSbCJuJ3a7jsVXwqBVcSgWbMJ7FdKlYSeoutYrHVsFh0xF1/Y+0Jt1W20ymBeCUsoLQL8Nj9aBT9TKwUmNypGLtt+EE3S3RXRLTVQeR5qpIW2oWulkbg+dXYrh+XWvxbdvo+9oCsy8NEjydYHmboOPjR4hvdRPf6mT6dWHcT02gNjXS+62FWqih4NLHthB/Tg4d8AAAIABJREFU1z7yrRrRl0aQpTKFNiv7rfFMFuPCGEY8zuhbG7A/fo7xO4IktoVIDmpIm0LmpnXoHgkmeH55ETVTwozGKDYrGHZB9z+eo+mkwDstib92A7JYou/jp2n7/DM03XuWib/ZTbZLQUiJPS1Z2qmweMc6Zl7mxTNXYuEqJ96FCukhy7V39A/6INyE0teFabOOszg/gZaXRN+7C1OrASABE692II6cohiWNJ4zEIbEM57BHOzCuWJNz7Qe0Ym/ez8iX0R3acj2ZhYOOvDNG2gFk6pboBUEyvgcnqik59On0P8Xe+cdJclZnvvfV1Wdc0/OeWZzXq1WEkoggRBCEpIIEkIgC4yMCDaYCwZ8TQaDcSAZIRNEFAKBwIByQuxqc9bu5DzTE3q6ezpXV9V3/6jumQXbuka+59xjs+85fXZPd09Ppa7vmed93udpqWHh5k0gwP+rY2QbBIVqiXX8DP5JiekWFKOQ7YmSr1JJb6pj4n/vxp2wkE4HmWYV/RU7Gbq1Gi0n0HsbUHM6Mp+n70sz1HzvCEtrXQQPTqNlSjgWsiS21zB6QxWZZg3fnIX3seMr597wgLd/Hj2gUPelfch1nagFg+rjFpnrttP5geeoemwUPG56vjFPzZES/geP4EwJWh41caYMar+yF/+hCUbeu4GFl3dSv89i8F2djP2lHZo6cV0txVfuYOYiN41fPYy5eyNStc0Icx0h6vZbGBEPvmlJ7XePox0dwj8FbZ8/jJQStbqaYsi+Jpq+dgwETF0RQg8LRF7H8EkG3l5H/prtjF0fASkZu2s9Vd85QMcH91KMCBq+sJf4azcTHBLMb7eX9fFXhxj4xCbmtwuya2rQgxJHqoRe5QbLZPpVTSR6NaYv9VF1JEnyZb0ku+wR9oavHGTwPZ2oVVFqn5oj3A+ZBhXZ1sjoTdW0fG8Yx2wS9/QyUhEkbj2Pri/0445L4lf1UtjSTmJzFMMNmd4Iy60aw+/upvWRAqUaL4tbQKmuYnGDRv7VOxGtjagFGPur7YhcAcMD9U8t4UoaKOk8vhmLqv0LOFOChbdst+0VSuCOw9Bbm1i8upuSTyD6R1/wXnAO8JyrF1X/meBQYGXh9zpKKBVTwbMiFla0POUoCPsNtrdOJU284t2zor0RrAAe6bKQbtMGBeaqGFgKW/wrHXIVJJ3V5nlRpYDisHBqBk7FwKOW/k1br1KaYuFRdPyOIm5nCcVhrfrumKy2oSq7bJb3S/m9h8rvRnGIMuhzWZiuMoirBJAqlfdWhE1l3VDprB3+45PwkGmXzL20gbYfTTP0xiraHtIpvmIHtV/ZQ/0/7qH5M3spbmpn5rp2zMkZlEqemWW3hGofGrXBZW8TVccluUYLNZ5Gq6tB7ekkfAZQFJwpQeT7BzC8kK9xEjydpOtvTxEa1bF6Whh5XTWiqw3TbedCUVtNfLOk9tcj+GIG6Qs6GPngJjtQ8roN9Nw9Q/t3J7CGxqh/ZomaIxJnWuKblCTWePDMSYphBzWHLLxzBo2/MdBrfVgjE/h+bpvvLdy8mbpfjhAcM6k5Kpl6aRDDI/HOKFiXbEUYgsDTg8R2C0ZvimL4HSglkB4H89sd6CHBzDUteJ4bIN0VoPPbk/iHl3GPJYieyeOdkyAUEmvB2NaLOj6HokPH3xzC2tJL8xM5tIygePVOVB3q92ZofLZAukXFdIHhUej4Uj/xdSpjN0RpvPsYky9T6boviWKAc2QBqSqwdS1jNzcz/t5tSBXilzQzep2f4VuqiPz6NC2PZsk2CfyPnGTx5q0r5z56CiZvaCbTIhj9xHksbA8Q3+i307wfOEj+2p0svLwTLItcT5TpyzTE2k7UIrgXChTDDtRAgFJHHV3fmrZdgB88QsfPszgy0Pxkhqa/3YtSkmh5yF2xicVNHrruS9H0bJ5cjUYxqDB9qYfomTxKdZSZ2zfiSkpm37oNDIPFq7tZ2A6OrMXg32wi1e4gMmDS/C+niO+qoW6/Sf1eiR5QUHRIbqul9TP7UZsaSL3xfBo/v4/Ft56PMCEwaWK6V7/kroRC20M6ixs13HFBKeRALZhMvXlNObIG1CKMvDZMySfQ8pL5HYKF27djqRC7sZfZK+vJ1wr0IIxdG8G9AIX1zVAoMnVVDYGfHqb6V/YEXXDcztdwHxkl8sgAdd87iZa3qL33CKZbMnGlm9ndbtS8wEokqT2ss7BFQ+TsnwsNSYbe1kzXP48w9KYInuE4/X/WyNJ6wcBb7Sy4wLRB0zMGVYdsHV7rIwWWO2y2f+5Nm1/wXnAO8JyrP6j+s0Dn7FKFxKGYKKq1MnYOrJjuibKfDmBfkSqrXjW/p+cRpTLLUWEwHBZqeVoJymCibPgnKiCjcpVXRMMvluUQEiEkDtVCUyw0xfx3wU5Fx+RSDHyqjtdRQtXM390na/UzZRmsWBqrguMyu0VFj6OWW1qV51w2o4OQdouvYoq4ElthexsJXUHNKqug549Qw9P0tEG+RnDmnQ10/vUBpi514n7sGFpLM7E/v4CRz56P87nT1H55D4u3bafjB/O0f/4onphCKSTJbWrGP2UhFUH4dJrAiIIV9GK01ICUGF7B9J1b7AykizbR+GyRVLvK9JVVLL5mPcttTkavC1K/v0RyQwRXwv4OTF5bR8+HjjL1+i4WNzpY3KzS9fnnmb40QOTkMjKeQG+vYf72bei1PhxpE8WA2gfOUIwI0u1gugTzOxX0oAoKOOcyjPzvbaitdohi7S+GGXpnJ7MXCfJRhVJAYrmgfl+eYthB9LTF2J1rWPPFWdp+mSbZ5WK5G1LdPrQctH5jkLrnlins6Ga5TWX4T5qZuDqC0EvM7fTiTEtmb1lL9BTEdnsQQlDzzAzFyzcxe6EfRTepOVaiGFSpfmaaVJeXZI8LRwbqn47jjekIv4+aYwbhQYvCS9bR/YGDJDaEcC9Khv60hfhGP6WgE/eipP2+WZq+20/VkxMoRUH1UYupP1lPYq0XRYeJd28mMLEakGu4oemxBHrIouNnGUo+QfWhJM6MSfY1O8hVqzbjdVszqTYHXR86ZIPXZYkyFiPVoTL3+vWMv9LLwJ82Ej2aQAkFUE6N0vLANMM3ell82/l4BhdovncQYUpqjmRJ9QUZu9pN9c+ex5W20EMWky/z0n9XM8KC8OF5QmMG6Yt7iJ7K4FpSSHZp9H52AKUkbRH12naqn54iW6ei6pLEmnI735KwuY+lC5tIdSsM/+1OhLR9d9yLBXo/bGdptTyWw/BJtGwJZ8r23Jm6TGXsVR5afjxJ9UkdLQuGF1xLtk1G9d17adhjYjoFzmVBZEBHmJKmLx/GvSTpuH+B+meWMJ0KZmMV7rikcMVmZDaLEfbiiKUpVAlmbl5D4spelKoIhYjG4s1b6bk3iaWCWoDOTx9j7L2bcaZ0PPMSMxqk5miJxDoIDsP8KzrAArM6gDMp6PzyMA2/lRQjkly1hu/IJBPXRKl7fJblVjehYUnjPceov+/MC94LzgGec/UHlyX/8MtGEdJmeCo/Wln7K+wFrLIYZ4Oc31+fz35/2YXZKrMllcnryudLszzxtCJqlqveOS+mTGFjFSl+5/FCpQiJJizbo6c8em+55YoWBynOElvb2yXVs7axko1VMVwsgxpRUlB0BaVUGdkv65sK9uj7iphbswHUH/M33Xd6gcCERd1+GPr0TqKnJcLtIrOlkcYnk/R+eYqFmzcz/Lnd1P7kDPmOCNkrNpCvtQM9PYfHCT98GuU3R5jbHUItSUQsjjoaY+DtddR9/RCOtM0eTl7hQjEtWn88hWNZstwhKPkFHZ84jHu+QOhfT1AMC7wxiSshMbf2ET1TohiVdH5risEPriPXYFGs9YDLxfjVbur2JEk3u/DuHSDww+dIXdGHKyEJjEHwxwfpum8Z3S/wTGXI9IQx3ZLlzXUAmG11SBV6PnSUyJBO1/cWCQ1ArsFF4Ogs4V89T2jYYvCtjcztClB9NI2aF0SOxmn+9hkG39eNupQBRWC6oOPHCaqeNzCrg/hmLYpBgSthUagStPzrIolLOhh5UxPuWJbmb/fDwefxnYoR3RcDKZGKQMtJVF0ydn01ky9zMXZzM+75ItE9MyxucDD60Z1kWhT8MyY1Ry1SvZCrdVDzjQOMv7aB+et6mb6hnY6vDRE6Mk+2yaL6/pO0ffU0zU9kMHyro8nFqCCxIUT0hKAUdtFy/wTxLWGmL9aY36FQ9+gUrmWL1o/vo1ADbO4Fw46vSb60i6bHE0gV2n+eoeu+ZXJtQUbe1YsSCiITSXq+lSQwYYBeYuADXRgeBW1gitDpJFpWYGWyBI/ECA0Ie0JpTND080lEroDnkWPM7VTItNqxCy0/GLF9hp6aJ7FGZeZiH/13NVP7k+fxn5qn7oBJy78u4r9/H8p4jOBQlpqjBq2PGORq7Qk3dXCKqT+zWY7FTR66fpCkGHWRa5Q4cpKaw+BMCcxoELVoUv+dE0QGLFruGwcF1PV9+PeOkWmz6PjmOKkOJ8WIYPy920i3Q//bqph+eZSZSzTim4MEx4t4D4wx+r+24Igl6X97NU2PLOJKSVwpk/TmevyTeRQDJq6O0vPNBZp/OY9orCN6xsJ0a9Q/MIw6u4hnJoOwbD2b4RN0/DzH1GV+nMsw8eZukl0qTU/rBKZ0Zl7TiX9a2v5aszqOnEXy1RvJXNzzgveCP+Lb4Ll6MWVYCtaL6AkpZXZktd1SfqhypX1z9vOiEisBKyBIVEbYYSUuQugKMq/ZAt1KrIJSDhbVlRVdj2KUgcF/oaVT2SYpBYalYMgX9nwwUVYAkfh3mKDfmVT7D39p5fEf/7yosEWVY3eWPkoKaTNHLxbk/Q8o6dDI1ygk1ih0f/AAy20KSiiI77lRRMlEb6mi7tEphARjXRvzWx3E12kgpJ14HQ0xfdt6lA1raPzJiD2JdG0Xo+/osa+tzlZyjYLwoIlUwHCrjN3cjB4SOJdBK0iSN20l1eNDruvEN2trsKqPpnHMLBHb5SA0AGNvaKbnb/upPiJwZAyoDtP0lMHitrDtt1IyUKurCAynSfZB/cNTZK7djnSo1D02xcQrIyxu0Gh53CTw+GkARq/z0/nhA4y/dxue0zEWd1VT+8w8qU47FLS0qRPLIWh6xsCVksztClIKSiy/m/4P9xIYhYE/bSC2y0lkwGTqyiiWKlCnF3GmTVJ9kuhjIzT83R4mXl1NrlZBLUC+0c/0rX1MfWCX7UsDUNSJHkmgFSSupEHt4RLNT+g2M+bTiL28iciQQcujxRVGzb1Ywj8pbM+gQIDwoEnVPXsphqG4vgXpc9N3zxLTb9vIyHvWYrlUvNO5lXOvlMCdNHEtW7j29pPZ0kiqG6qOS7o/dQqZyZLsVsEyaf9ZgqmXBbGeHyQ4qrO0ViG+JUwhKmD/CYbfEMT10GGkgNHb2hh753rExAy+03P0v6cN/5hC4KGTIBSmr4ii6KCEgphVAYQFvV8cJzBtsHRhE1gWQlXpuWeWkleh9ZEcS5e2M/HqagrtEUp+Sdt3x+j5ToLY69eht0QIHJxi/Lpq5u+6gNx5naiJLIsbNDynZmj7u8Mk+0A21FK5LdU/MEy6J4hrqUj9PpPI3mlC/WnCwxbj14RQfnOc6bdtZO48mLuqldo9S5jPD2A11tD+r7ptxnh4mfZvjdD+oxiuhMA7rRAaNWl5VLeF9k8dRqgKvhmJ3hzFtaig1/rxzhtYDkHgWAzToxH90RGcyzD8phpYXGLg7XUE+1MUqhzo65pZuryDfKOf7i+NQm01vlmTVLcXywXBCQMtD4EpC8eyTmyXi0ybJPzd/Uy+qpp8jQPvTAHDI1bvhf9BnQM85+oPKt3SMKXAfBGXztkMT6XtJDVpt2bUVUajkh1VuXilkCtTWlBmMipTTXm7ZVNxVZYVYbIEoZcN+XRhC1F1sWpk+GKq0i2SYEj1BY9Dhf0pWhpFU8MwVOQKSFtlX+xjUdE1/d52nT2+rkq7RVfxGnLYmVvWWUMJq/tv/S7AqSTG/xF68AAM31qDZ8Gi6akCo3+zk7avnsJorrKTvLN5EAJjYorACGgnRgBQdej6y33U/TbB3CU1KAbELokyfWMnjjNTqEXovHeGro8cYvAt1bR9+hCWZl9rllPBtSRpuX+CSL9B3eOzhM9kCI7kUPrHcaYtTBdk2n30v6uJ6uMmlgOaP7sPq72B6memUI8OMnB7NZlGjeQa8AwtkL94HdNv7GO5O0DrwzpDb23G0gRj1/gYeqvdKmn/8il8hyeJ3bIeAFdCIC2JIwtLFzVTvWcelpI0/DYPgJbRSfZAukkj/J3nSLdLWh/SUWfi9Hw3TbYZvLO2PiLdouKLWRgewdzVHSxscdD3D1MItwu5ezPemEQPgnNZ4nroII2PLlF7uIQsu3/P3NCFGXDhmSsyv92Jd3CRXJ2Dxj0FFra6KEQF/lOLjL/ChVQEwaMxxq9yIQxJqltBFosUwwpjH99N/f4SjlSBmcsjiKUUvhmL8EBZpH/49Mq5b/3BOCWfSux8Bdqa8B+Zpv0je6l6aoLYLesRfh/ChIm/vgBlPkHbj2bQr9iKM1lEKUForEDD3qL9ug4TH9lFw14DPSxRizB76wbSm+vp/vBhCjWS3GXrmXpTDw1/twdXUiKzOYbe4MeRlRT6GnAmDcKnUpiLS8Ru38LihQ22zUGXB8WEhr15Jl/mwL0gGHxnGyM3RfAuWqTa3fS/p42mp3O4lyySXQ5EyaD9gUU7X6qmmp5/GiXfFsCRtvfdXIjjH84wfKMX7+MnGbqjGWVwkqU1CloeFu84D2FA9wcPk26H2MVRRj57PsrwJAtb3Yzf0cNybwArkWT8xnqaH07R/JWjBI/EmN/qgpoq1HAIvB6SfRLlN0cQFsxe4CbTqNlhsa9rphjWiN2+jbrnUtQcttA3ttP3j1NITUH3K4xf5SLy+AiueAG9qx4z7CX47CiJNdD8eB7PLw6RaZFE9s0yeUXABuSaZOQz51F7qEjk0UFSXV5SvVCInDMePFf/D6toauiW9p/W8hQtjYzhZLnoRq+kh5/NbFRA0O+Pp7MKBIRVFjWXnZZlmfGoZGfJiu5HsKIFqrA9KwBLgmKWX3/RxoNglRQKuoOlvJes4aJYPha//yhaGlnTRVL3kC46MQ11pc0kKn48Z2mLpVLerLKgeSWctFTW3+hlw8WKRkeWj4siMT1WuW31u8Js6ZJ2S8tV0U6dpZX6I6q6gybxjQLttyepO2gy97p1mB47kXv2qiZGr3Ux/PldqEXAodH6pRP4Zi2QkqE3RhAS6r62n8igjpAw+o4eqn85AMDibdtxxQVyax/xjYLOfzjN/HaN6hN5pK6Tr1KRDo34pgCmW0OEgnhiBTyLFtl6la73PofvX4/Q8PAM6Zt2Ik4NU2qKMvWOzTT+1iSx1m5BWGE/pkeh4dllwo8NsLDVRdf342gFi9CgPVXW8Fye3IW9DN3VQd1vEgCYLtCv2ErTL2NEnxxl4G01DP95L465ZYgtEN8SouaYRXBcJ3fdeXQ8mMc9OMfYbe2M3BTE9EiafziMVKDmaIHooTiRk8vUHEyBBDM2z9jNLTgmF/HFDFo+uYdCVJC7/jwb3IwmiJxOY80tUPe1/SgHT5Ps9dgsxOISJa/AdKk0P7xEy+f2Y41O4Jm3x6fjFzYgNUnVqQJNTxeQ67uofWqOwARMvkylWOPFM29hNlQT3TtD9OAipkNB2dS3cu5Tu5rxLOg2U3JpFDSV8Y9ewMx17ahFGHhHM3oQOu+dAkVh5qpG3Hv6KVZ7MD0SPeDAsVwk0m/R/dVx/JMSz1OnaP9lkeaHlsg2SVIdGmpNNU1P60gVHBmJsmUdhkcQf91WvDMKqU4FLaOTr3GQb/QTv3U7DT84Q2CySMkvMNzgjtvgsG6fRWjMBAs6PnEY15JB1QMnUQsgNcHCdnClJHpbFZneMJbHwfLOJhav6MAzlSFXb99Y1O52Zi4PERhVGPnQZlofzpN+2VpKQYuWb/ZTuydBw5f3M/bhHXR/aZSq5wv0fmWa+deuxxuzCI1aqCWJNC0sJ+SbfMz+yRaK7VXkGyyWN9cwecd6jLFJEGBdshXnMpSCklS3DXwMLyxsUag5lmPo9UE8izqJPhdGQ4TlngDOjEXVccnEm7tRcrbvUq7ZS35LK93fW0LN6GRfs4Per8XI9dWCtAOAe79ht6KFKREeD/kaQedPMngWX9gu5RzgOVd/UBUNm7Eo/V/aOWCzHFnTxVLRRzLvxiypZXdgftdBmbIIuWwaKMvj51KURcil1YVaqjYjZDnOFvjKVUbDXJ3qWhljd0pMt21x/l9p7QhTIIsKhbyTVN7NYsFHquRh2fCQs5yUpEpJquQsJ8uGh8Wij0TBQ67gwtTLSO2skfsKcyPLOpvfwZBlYKQYqwDINhesiJVYBYFq5fmz/l1xni4Lnv8z7bP/oVUMqDgygsn37WBhs0a6A9RsCWHYbETvv8Sp3ytZ2iiJvbYP0VjH0lqB2t2BMMA/ZcDmPtLNDrKNks57xpGNNVhzC4SHijhTkpHrfdTvM0lf1kvHD+axnAqx67sIjheZuK4Wd9LCNTyPTNm+OIGfH6Xkg7FP7Ea4XcSubEQPCBbeuJWJV3gp+UApSYIj0PRkFiWRZn67grKcJ/OSbiKDBpOvqia2S6UYFoQHLJRnjjK/xUH1MYkSTwL24jO/3YlRG6SSs9b6SIGFC2sZfccaoifTBE8t4RmJowcUxq/2IDNZPHP2hdL395P2z/zDUSynwtBt1SipLJnOAMUqi5l37qDtq6eQhQL5ahXjpdtpeK5IfJ1KfKOXxfNriG8MYOzoJf2aHUjTJNkLxYjF9G3rSay3p4+kQ2Xm3ecx+Zfn4cjYI/iGS9D5kzyOEyM4Dw/B8QEG3l6LIytpfsJED6oEpooow5OceVcjMy+vpRTQ0Ks8K+e+EFFIt7iQqkrjr2YwJqaJnLGo/+ZRDI+g9oCFWgTp8zBzbTvLXRaivgbvmTlMl2S5VUMZniZ8dBFzMU5yDcy/cTNjr3KyuCNC1w8TuJckyd3NuEfjFMKq7awddlN7uECqGxqfSNH62f1kW7y44wbesSSJdRI0jfGrXEgFqr/+HFOXOcnXOgk+M0Lw6Dy+KcHoh7cx8XInpe09SAeMvspN7z1xkn2AaW/f3K4QUkBwtEC6J4hasM9zanM1zQ/OUnfPIRr2GGhHBnEv6FQdEwiXi+V1YdSGeto/vh+zuQbn2CKDb2+i7pejBH+4j/BDp8nWKhQv30Tbpw4ydbmC4QPX6Wl6vp3E9+N9djhtTwfd9+XQDg5guiE0AD1fn0EtgqJD7WGL4Rvc+KYFS31u2wzz2ADCgtCROUIDWZq/cJDx66MUq50Ejs+DEEghmLk8RCGsMPa6BmK7HJRCkpG/2sT8BRGyG+pxTiXIbmqwQWb/OI7lc1la5+r/YeVLDnKG8//K8ljldk9S95AoeMhm3Fi6urLoC9N2gLVFu3KF6VkBNO6yyZ4pUPPl94I9qVQeRZdOa5XFKet+hFUJ0bTfLp0Wlt/EiJYw/WUm5EW2tBRdoORUrIyDXMZFPOdjLh9gUfeRLrnJmjbjkyp5WCj4iWWDJDJeijkHFG2AWBkpl05rlaFySCynZbe4KkaDZ0VjrJgwVrK5ygyOMARqsdIiKwOiyvGsTHbBag6Z5MWP5P83ruQaqDliYDmg4bdFuj5+nNHr/GRaJelWBcvtJPjkIH1fj5NpsYMUpWYHRXpnBZ5nzzC/MwgSuv9+iP73tGC57ciJyStchMYMwv3gG10m1aFiVPlQiiY1R7NoqSKlgGR2t8Lsq1pIvXytHbewbQ2eBUnX559HCQWxNIHhFdQ9NEHnvTE6/+kMul+l7t7jjF7nRW+vpn6viRn1kerQCByNIQzoui+JZ8EiMJYn9u7dtN89SPhgjJnrOwEb5Gt50MO2821wWFDy26DPPyVJrAsw9poa0htriR5L4ooLFq5bgyMniZyC3IZGZq/vJP3Kjag5AzUnoFDElSihGIJss0Xy5WsxepuJPjrC/HYXmSYnLY+kqf3ecaLfP0T1fccoRhwstyukX7uTnm/MExxWCI0b9Lz/IIGfHkKUTBp+k6b503tId0LPP09RcyCB6dGIvWEdUkqM3evp/ejzBMYLzLxEI75eQc3oUFtF9RE7eynRp+Ieml859+kO0P0CM+hk8K0NFK/aRnyjIHH9JsLDJaQqqD2kM3hrlJpjOYQFsZfWIZeStD5iIDUwk0ms4THUmmqkAD0o6P7QEar3J0huCNtxHT6Fidc0stwpqHre9jXKNjrp/OQRRm8MsvjmnXhnCrhiaZbXR2n7VYnJW7upOSIJjZrMvXM3XV8cxn//PoSqMH9pPQ0/GcKzIOi5d4mJK12oeUHfV2eZu7iajr85xMgNbko+KEZALUocJ8cwXIJSwP7eBwft3tbSG7ax3KqRv2Qdc+d5MF1w5n2tOLIm0u1EWhJRMhm4sxlhwNRrOxGqirGunfr7+1F1C7WuhqpjgtCIRXZrK9KpEb9jN5H+Mps0PIuVLxA9U8J0wegtTeRrbc+q+W0Kvml78m25E6pOGljb1pCtV5DpLLMvCVC8fBPtD8QxHYKhO+rJNGgsnheh6e4T1D00gSsBrR/fR/VRSWgALE3gTOjozRE801nqnpxj7F0bSKzx8EJ1Li39XP1Blcq47URwqZB3OwhohRXX5QoAKkmVoqWRLrmZyoRJZj022Pl9oPHvsQ0VCK5KLGkhHWJl5NyeWCov6JWFnTIDgigbFsryiHbl885OXP+vrfgrjFNRwRIaCdWLbqhkPC78ziJOxf6lKd3NcsFFNu9CzzmRxdVk9xWzxQogU1cZGHm2F5EmsRAoFRFeZVqr4qSsloFSBfyYZaCnWavHWZFnAR37l64cyz+i6v6XWUbf0EjdgRLuo2NI06TrviS5lgC+Z/tZunq5dEl6AAAgAElEQVQt+UtCFCPQ+dFDxG/ZBoB/WkfLmdDVQvRMES2jI3M5Wh8xGLvGj+mxaPt1iZkLXSgGDL0xgicGwzd6cC8qeBYkSgkipyWRn59COB1Mv2kNS3+xgc6vjVB9bBkRCaN31dJwXz/C5yWztQk9oBD5dZLQL46z/KpNND1joMXzOCcTFFujZBslmBZ6WKLMJ5BqGOXAKRpPejCzOYxNrdQetuMV3AsKvhkL37EZrNQyUgi8g0tE/TWkW+w4BVUHRZeI0WmaHxOI8VlKG9rRDg+Qu2w99T88w8SfrmV+u4eOBzPIgI+ST6PjA3sZ/9huFrZCutWHsrMbV0KiFiW5Zi/B6RCFvgYcvzmB6RBUH9NRSpLZK+toeDLO+Kur8MTWgSXJNnspeQUB11YCI7B0YRPh40nGX+Gk/jmLwgV95Ks1qoaDjF/lwb0gaHg2TXxzkNqHEzjyFgVTpeaone1Vqc5PHmPxdZtxnJqgRW23n1Qg06KgmBD6+XFyl2+g+5MnmbtlA1rWnpAY+sB6uv+un7pkE1Mf2E3jnjy5sANVt9tJC7dtQ9Uh3SbwT9jfqcZnM1iagvLsUWLvvoCaYwUSN26h67OnwOMGYPz2brwxSXy9i7bPHCJ+8zYikwXmzvMwfns3WqGbfI3EHRcM/kUX3Z84weytG+n48D6GPr+T2SsbUHVIvnYbffckMAMuss0evE+fZuivNtDzpXES69oASHcHiK8P0/7TJebPjzBzkUb9PoNEn0bT03aQaudxHa22muWOAG0PF8k0OcnWC2bvOg9hgnnhGrQc6Oe3YXokUgg88w6sdQ5aHpjGjPqZuL6WtvtKFHe2oxYsar62H+PSLRQjGmpRMnuRipaT1DzYT+auNcxcpNLznQJq0Uthcyv5WolnOE5yex3xTYKer05hTEwx+aHdZN+1kYa9RRRTMvqJ8+j+9gKZtVFqHh6n/30duBcVmh8vYQ2P0/4jwdQ1dS94LzjH8JyrP6hKWSfJZS/TqRCjy1VM5cLMFkLMFkLMFYPMFYPECkEmsxHG0xEWlv0Ucs7VZPRKQOhZmVf/BvhU2jZqOQDTY9gLecUp2CjnR53lzFwZS1+Jlqh8ZkUQbCj/ZZfhSkSDsECUFMycRibjZj7lZyoVYjwZYTwZYTYRJJnyUUy7kAUVYSirk1OVEXML2zkZ/u0UVnm6ivKouqzom87efotVhkiwyu4IVv14yuPqVCbe/isj+f+Ny/K76fjeFJ7JNONv60M0N5DuCZLo1Sht6ABAy0uiz1ssvWEbigHBcR33nn7md3jIN/oYfbWTwZv9iNZGZi5y4EoIeu9eQMuWMLwSywldP0qTbbbo+eAR6g7q1P50gNBwgdD39zHygQ0UtnbQeM8JRAmkZSF1HSsSZG6HB2qrmLipBd+zg3jnSpiJBKVda/DM66SbNDK9IUbe1MjkFS58M4L4Jc10fO4kA3/eQfWjoyiBAEIIxLa1TF/iRBu3WQ5HFkK/OM7i5a0o9bUIS5JZW0Xkt5NYDlCKtmP39GUaE3dusLUrfS2o+RIzd2zGO5Uhc0kPLV88Rt0Bi6nL/IzfUEe2QUVrb6Xzh3F6vzhumyk22Ndi5LeTKCXJyB3t6GGN2J07cCUMDJ9KqsuJ5QCxnKX5yQza2BzawjJqwSJ8Ko1jKUdg0iD84AlSG8IExgVaziLZ5STTojDxula6/3mCpseW7EiOXw4z++o2Zi8Q5JokzocOEBwtrJz7mbdtIbkWRt7Vy/wOF8luJ6EByNdZODIWSiSM/8gUUtep//EAnnmQiqDnnlnmr+9jblcAz7zEcWQY96KO6YS6X41TdSJHeDCP4ZXUPz5H1f3HEUf6kZqC2Lqepu8P4jxhMy7j79hAcUMLU2/spv2H03gSJp13jzD5F9vRg4KJl3sIDkPjnjzhIYOuH6Vo+dEEQkLhwjVk2iXKhh6an7QIjZaoeSaGVAWLO6NoY3Pkowoj79+AY1kwc207LY8VAfDOFnFkQIzNYDkF3phguVXD8ML0JQpSgfkrWohd24npFExd6sbwCFp/MIZv1qJ+jy0GNzzQ+k/HCIyC4ZfUHM9jeGF5az0jNwVp/eYQ6c11TF2mIQWMfOY8tKeOgoBUp0b3PTGWuyRWawONvynS9LRB7OIo9Q9NkepyIhUYuLOO+EZB991TSJeT6f+1m4a9RVoez+A6MUFgwqDxtwZmyIP/qX5mbuyi95sJWr85hJItooaCiHQW5YU7WucYnnP1h5UoqJRKCsm8g7TbzZLXg9dZQlUs1HJ4aMHQyBad5LIurLxmL7qaRKgSWV6ALa28xluAUlmxz6ryFNeKuU5lvNsUdiBoyRbwVdyW0VfFyivOzGp5WqvsT7MSXPpioyVc1uqUlymgpGCZgmJWowirwuuzIy7EWb/TAkG5RVXOC7O0Snq7WAVnFeBW+cyKg3JF5G3ZmVmVuA17J8uvG2e5TZe/3cISq3laf4QMj5iYxWpvQlnO0fypPUz+5QVEBg3cSxKEIDSYRR2ZYfL2Plq+fhornUbpascqFGl+YJLkrib6/iWB5XEQu6Sazs+fQhoGiWs3sbBN0POxkwx8bD3xjQGbLQkGmd/qpOnRJfRwF7m3nE/X555n+i3rEes2Ehq1GPjLThSji55/GKHp7mnG3rURLQ8DH+6j42dFjJdux/DYbdC6+88w9o61dPzDKRKvXEvw+3tRuzso7O6j+6PH0bf24Ihn0esCGD6Vxmd0khfZf+XXHMsjWhox3EC+QHDSwLVQQHrdtH35JPq2bnJ1TiL7Zpi6rhnXvgGKu3rJ1zjQwzB1ZZjag0Wm7tyMloe2fz7N+J1rqb3vFPFr1uFZNPDMx2n/4inG71yPf9Yg9spW9LCg7mCJbK0doho734UjDXUHsszv8DFyeyvVx0303k7CZzI40gazl4ZQ8xL/rIm+aw35KoWGh2OQTLOwtQctbzOsE69vw7ksCY2VKDV30PDQDPU/zmF2NTD+0QuoPbIqXG18Kol17DSZG88j/JsxrPoqYheEqToGS2s0kl3tBKZMgk/kGXpvL4ExiW/OZOhPGnAvCEo+aPzuGZJXrUP3C3o/P8zyhR0UgwrRUxk6HsxhVvlZeGkdgWkTZ7JEcn2A1DUhgmOSqlNZpur8TL7MiSMNVtDLwmaNuR0dtH9kL1p9HUN/1oFrWeIcmsNhGIzf3g0ijHsBtLxBYETDiHjwPn6SmbduIXtFHZ6YIDxsMnFrF41Pp6n7aQwR8LG8pQ7HPtt8TyqCxmfSLNy4nppDWdQj/Qx8agvVRwWRE2nU+QSD72ij5XEdZzxP5EAOSgaxq9uovfcI4+/dRt1BnciJDEowQO3Ts+TrGnEsZGn7aR7pUGko+ZAN1Si6pPdrMeTsPB35HuTujcydp6DoEnNkgr6/yzN8ZwdIQeeP4liuEHp7NbV7E9T9eB5jTSszF3nJra1nfpuD8JDF+Cuc9HwnS6mvCV//AjKdpbSumdib11O3P8vQrVHaf+HBMTzL+NvW0va9cVzJF76/nQM85+rFVUlgWhoZXSWr2cZ6imohBJiGglFSkcXKVFa5ZaMrq6yDUtapOGQ5RdwW5q5MGVXaVoYCuXL2Vnn0HE0ipcA6S9MitYouaBX44LDbO/YU1Kr25cUu+itiaCFtMFOqjEPZIZ1o5ZaSodr6moLA0irbyUobSgoJRnmcXrLSdqq0u4QhVswCTW9lNh8b5Gi2e7SElfT1lXYW9nGUikSIs9ijynsRq1Nef0RldbcweIsftRhCSzcSPWPiipdwLeqk29yYTjdLr+8hOAxWzvZwGb+hlkh/FcFnR1F1i3RvmMCZJdRiAHNdO8UqF965Et5ZFzO3b6Tt1zrz25z0fHWS2Ru6sZww877dIKD1OyNIVV1hHgtRheqjFuH7DmFK+/yGhy0Wtwh6715k9PW11B4ySHZp9oj3ujba/v4Yhd1rCIzmSd1yPuH+DJ6hRUpbekh1eSju9KIUofGXk8xc00LDfYMAFKJOiuEoelCQ29TM1GUq3R8aIHndVixHDVIR6AGBdVEjlgZDH9lAaADqfj1OIdqOZ9FCagL3kqT216NITUMPS5KvXIfpEqQ6HRi+bmYvFPR9eQapKvjOQPz8OjL1GjUHk0hNIbE+iCtlMnKDh7ZfFXE8e5KJ92+nFJCEBhWKVQ6aHokjkmlQFGTAi6fWQWZdNf49aYQJjY8uMfWKKC3fPENpXRtauojeFSB+YQO6X1AKCiyXHXRZqZlLwkTrthN6ZpTFK7uInE7jTlpEn57AnF9k+JPbafr1IulLe6k9ZOEfzTB5ZYiue+eRkzPMvWkzVmcj+SoFVZekL+wgcCaB6AkT3+AncibH9KV+Gn+TY36bF09coRhSUAyI/vQkU3dupOXRNLMXBXBkJJNXRWj75H6WbtmJcdk21ONj1B6xWNyo4h+vIdfkBgGNz+RACHL1TmrvOcD0e84jXLWRpkcXGXldNS2/XGD8+hqansqiHB/ELBRYuKEb0yUIRsIA5OucOJMK1fefJHbbRvz1m/GPK/hmiszvCuJKBej54iiD7+6g5pBGfEOYrrvHqHtwGFFdRfNTOTLNbpyPDjL24V10fKWfYlQS31GFWpSoJUk+oqBlPSS7HDiWQ8y/qoFcvS22900K/DMmE3+9Cy0H3lmbDVu4qJaa5+KMX1tN82ePM/O+XTR9YT/5G3awuMFBy+cOorQ1Efz1IrHbNtLww34m39SHc1lSjAhafjpLsS2Ke16gHDzN5F3bUQtgTM/gn65/wXvBuZbWufrDqtIuKoMRWVCxchpGUUMvONCL9v9lUV0Ju1ypckCoqLgLV6aIKuxERXdTASYAFqgFZSUVHcoj55X2TOUzKqPt1lmfcbZ4d2X0vdL7epFV2bYy0BBltmklzqIMwCpJ7StRF2Bvh2YhnJYNjM46pivanvImVkJC0c46RmfvmzjruJ39KL9+tnDb/kyxApD+2EqPulnzT7N0fvgAetQidoG9kMQu8LK0UVCzL07vvct44hYjH93Gwp/spO3HcwR+eYy567qY36pR8goGbq/G8AjydW4y9Rp6SMORta8tR7KIWoRiZw219xxAqtD8lWNIAWNvtkM9q08UKflhudOywXtJZ/G2nZQu2czSOkHHz7IM3FFDx1cGWdykEZwwqXl2DsdIjLk3bcLx2CHEc8dZ2iCwXBojtzYydZmXdJug+rjdxpi4qYV8rUSWgZtatAgcnyNfJ5l5iYOGPRK1sZ6l9YKS12Zaa7+yF6Q9sdb6sI7hFVhVQUKjJQyPwNM/hzNtUVzTSOaCDnr/fpRiSFB1IkNgysQTK9D3hQnkUgJzeByRyeFZMogMFch2BBi9PoiwJIHDM/TevUim0cnirdtofiJH05MGC9t8+EaWsdwaMp0BVWH45ioMlyDdohG7sdtuw1wZRapg9LUw9VIPU1eEKYZsgBGcMPDG7D+eQoOr597w2S7N6CWWOwXqXJLoE6PMvaKNoU9vo/P9ezFqAsztVPBN5IhvCqIYMPqGWhZfV85lUhRKQXt6tBhQmL+wipmLFSL9OaZe6sM3I0n0efDOWwR/eABHVtLycIqJuzbim7EYucGP4bFjQFp/Os/sXedhOcB1cBDh8ZDoUXHHbfNF57Jpj/u7VRJrbN3P0Gd34ExLMvUqsUuq8CwAlqRYZTF7gQ9rUw+TH7mAwLRJ84NTzFzbDkCqQ0Wqguzla1Hz9jRc9Ykirn0DBCcNIo8Nc+b97dQetPBNF3Ckof89bQy/swvp8zB2tQd3vATnrcfwSpCS6EnINAk8CyWW+lT0sGDmJS4sB5SCDmqOFWh7qIgja7e+FMNm2T1zktrnlpm7rJalDZL+O6LUHC0x9YFdtP54hqHP7EApCQo1Erm1j9gV9SihINlmyfx1vRRqJNXfOkBg0iK5o47pS5w0PZFk/IPbaf55jOb7hhGqSqLX+YL3gnMMz7n6g6rnrn3/vzfh/1v1vOOPd9//O1euVmN+WxMtD/kIDQhMlyD87Aj56g4sVTB1VTV6SFJ1wqL9FwW0pSzTr6yj8UkndQ8MMX1zD8sdNisTfaifsTvX0P7AIpbHQaIvROvXz1Ba20quTmJ4VFx1tWDB4ms3oerQ/INhli7vIPLoMNZLeuj72iLmwDDjH72A0JCNQP3jMHuBH2FJlq7souVzB4nfuh13XZDY9fX4Jy3b5K2xjq6PH2P+jZvp/PYUeksVSMn41R66PnUCK51m/GO7id+4yd73Go3Y+Y30fCdBpjuEdyqHNbeAM9lEoRrCgyZacxPxzYLgsH28Gn8dI9dThWJIUl1QdcRPvlrBlRA4UwZ6Vz0lv0BdSKF3+1ha66P5xAjxGzaQ7IWOD+9n6vJ2Iqc0sg2Crh/EEctZrGQKRVMJjubRkgXMkBv3Y8fwODQKF68n0eug/uQQ8cub6Pr881BbDfEE+qZ2Gn4eY/J17QTHLKYv8eFYhqYnkky/NEzL90eYvLmTwKRF50/SyEOn4Jv2vrR99TRmIgHVVdQdKDHyllY8C5LlbknVMUHs3ReQbbXwzAmK1W6qvnsINvQgTBMxswBg675MiAwWcU4lEfkitc94GH1DLXX7ShTDKv7pEq6ZZazt60i3CUxXkMY9eRzPTxH5qQ0+R9+/mUJLCGdKUvX9w6RevYXQySXcS5KqE1lMt8bElU46/3o/SiiI57QbK74EYgvBnx9h+ZrNpFtUqp4v2cD4p3kcZyYZeVcvjjT4nj6DmS+gh23RtqKD++mTLF9jB8jq3Q2kuj2kL9qIb1oSf3MPLY+UmDvPwfx2L91fGETWVTF7WZRiU4jo87JsJOin96uTpC7rIXzvXsQt57Pc7qTlc/spXbyZVIeTyECBfK2T2d0aHR87hONVW5m83EPzUwXaPnkYJRwidlMvVScLpLrdVJ0Az5MnUDZuI35BPQ2/lSxsUej69gwAxXCAwbta6b43jkhl8JzXQvr67YQPzjF0Rz1qTtgO4wdKMLdIcVs36jOL1N5zCL78H98LzjE85+pcnav/0VXyCVofXCC5LohSgujzRSbe2ElgysTwSapO6kSflyytVxF7jjFwRxUNzy4z+YoIwueh/h/30PqZ/aTbFEbfsQYAI+JFSeVssLOhjelLvNQdtPDMZJl/eRuOLES/9Ry+GYtSZz2RX50mdWknnV8bYfjWGsxLtiJVSaZZkK9x4E7a+U29X5myDfR2raPmtwskez3oAYk7YSJLBlNXVSNNk3Q7JHY1opRM0m1uuj51ktH3bURrb8UTE0S+vReAdIdAywomXxnFN5lj5tIAIx/cTKHajrfQ8pLxm1tp/0WBdBtkGp2gKCxuclAMqVQft8h0BSlUCZxPn0AtGDiHZqk6qTN2czPpNoXmLx1FFoqUvAJnSiAcGm2/KiEVaH4iy/i1VVghP8LtZvBtjcQ3eBi/Noqa1Rn6zDYWbt5MssuBHoLFW7cRHNfJn9+LyBXI7+hED2mYi3Fa7p8g+LMjtN0/S8OzaeZ2h2j5/gipC9uo25ez4zJUhcxrz1859/M32OeruLmdkk+h5rhBcMyg5zvLFCICX8yi9xsJimGJey5H5tVbMUIuxMQsy5d2Q20VLY+mab3nDJkmJ9LlZOFlrcy/pIbOfx7Gd3qOyPEEwpLMvrQGjg9QCljUPTCE8vQRFl/Zzdj7NjPygU00/qZIvsZBcFwnedNWgv0pEIJsg0A5PoTz8BBaTpB71TbMribQVGbu3EaqU2Hppq3MnS/wzVosbnIQGoRitZPJt/QROS1pfiTB0AfXI9Z3r0RL+GctrE09BAfTjLyti9Hr3TjTFp3fGKdYZcd1xDc6cC3ZTHT/B7soNvppeHoJ90CMwFjBthj4/jBn3t1EfL1K8tbdZJsUhAlzbz+PpTUuSkHBxCvcBJ8YoPXhPEs3b6cQUej8+1OMvdLF8o07GHpfL44sFKqddH/wAIGJIkMf3UrzI0mWOxSSXSqd35uDoo45MUXzp/fQ/bl+9Do/I3e0E3jyDKZTgKLQ/mCO1o/tYWGrn1S7A+Hzooc1xPZ1CKfjBe8F5xiec3WuztX/6HIvWYh8kcXNgoa9Jp6TU7SMeUEIuo+XMCZncLtdpDq2oHi99NybwjoxgHLxLkZvaSYy0MDSOluD40pC3Zf2YVy6BaslgvP/sPfeUZJd5bn3b59UOXV3dXWozmFyzggQCiiAIohossHGNhhbNjbXvgacyPeKDDYIDFzAmCQJhEARWSjNaHKe6Zxj5XzC/v441T2DWcggvm/d9cG8a9Wqmuo155y996nzPvt5w+MxGHupl8ajDpEDM0zf1EF0yKTSoKMl24keWYJMjvN/sx4jI5jf241Sg0yfh/4vzTJ7TSumX5DrFUSGJOf+KIl3WdBx1xyjv9eCngPvEhiZKsWrN+BJS6b+bAe+BfAvVJnbE6QWhcqbN9H1vieQ0QhGvh11/SAA3R85gvD7QCikrukj+ekjzLxtK8m7Jpl4RQeluIpahcmrffgWINcD2f5mt6uvKsgnFayg6xCnbt9J19fHOfvuHmInBckH8yxvCqI0NzFzQxL/vE3kp2myN28jOFbEKOho2TLxIwazVzZQaonRdW+ZzICP+DGLoVdHGPz8PM7ENCN/v92t8DpfYeoKH745ydLmLjq+cBpa4xAOg66BbTPyhha8S4K2r59BahqluIJiGrR/5Glmbt/jdsmumxkSoKik1npoOlpifrefju9NYcdChCds/HftR/r9NB6PMXN5hIYzJqWEgZrNoZUcSl0R5vZp2N41eJYF6bUx+r8wxez1SeZv7CXX56p7e9MOrQ8sQFeSrvtMxt4+QPd3Y2QHoe0xE0cXeI9OMPcHA2R73TYGi9ujeBcVuj74DIUbt1ENKbQ/WmZhu4/QkSwym6PhtInv4BiZK/vQ8wqZNRA77RC5+whD799G8pEaMy/QiZ6UdN9TQsmViAyHAaiGBPnnh0h+5QyeTJSefxmhti5JZU0LrY8VKSa9lJvccGDiQJWRWwKUmzQWNzfQcY9JtckgdqbA8tVu+bdvQVJpEHTcvcDS3jj+Bced+ypoRcHou9bhn5UkvnOW1HWDzL1mPb4FgW+hRuePXfYTAeXrtzN7mboqHdTzRZd9Gn95gmqDJDzche0VtD2cIrXWg3cRSMTJDCr4F2NMvFhnoLiWWlRQjUmK2zvctICyiaxdajx4yS7ZJfsdtvDpLPNXtzP4qQl8d+3n3J/3cu7tCUqDjZx9Zzvlm3Yw9Sdb6f7mFPnrN6IspBFb1lJqc+j+zgKWT6H1yRoNZxza7ptj4n/uQX/sOJZPZeq6Rvrfe5hCUsGZX8QxwD+cwpORVPuaKffEqK1L0vnjGo4OalnQeX+VcrOAao3Wu0dpvn+CzgcqlJsEA19epO1jTzJ5awvdHz1KLQJmEGZeEMQ/VSTfJYiMOiS/NYL2xEnaHs3Q84052r52GqFp2NkcZgAKg27i6uSfbkV4vchEI0vbQW7ow5uSWBNTVBslelnSdKxKz/fSxI9W6L7jOF3vc3Wg9KJDcNqh5+tz4EDHfSlKG9sYvDOF5RdoS24CsNkWoxqDwFQFqSgYWQv1zDi1gIDFNP5zS7TeeZTGE5LRm314sw61oELv9woI02LoA9sQJgz872HmdvmIH7HI90DHv57E3NBFfm2MkXf2U2uLsvDWXfT92yzt3x6huK+f6df2U2yD+d0qzmWb6fz2JLET2dW1LyUkam8njScraIfP0/GtMUbemGT0ZWEWdihonUmcTX0YeQcjJ6mFVJa2CrSWBOkBnakrNbrev5/+vz/mlsEfcUjvayf++SdpOpSj7/2HKbYLfIs1Jm5pJrMtDhK6P3cWszFA38fO4FksYfkUZl8xQM/XpwjMSDq/P0/LU9D5iSNIs0ahTaXY5uaW1aKQ2dXK6Ls24BvPgFmrS3BIWp+oUWxTkFLS/cN6jgxQiwfQMiWK6+KrTVpD0xZNJ2qce88amp8psnR9H0ubvOg/O8HMCwNETqRo/sIBAsdmyQwG8KYES1sFUoW5K5sJPnqeYocfrew2rzQKEv+iQ7knRvwnI9g6NB8soNYkTcct4kcs9IJEdrQQu+ckTcfKJD91iFyXgeVXyXdoKJZEOJKOB2r0/M1TmFEvI2/rRTiS9v8soVah9a4RkvfMYAc9hMctmk6WSe9ooucjR9EfPEz0DBR7wwSnHLp/WGZ+l07gJ8eYuLGB8nVbn/VZcAnwXLJLdsl+q02YFomHZpBeg8Ir9tDylEPjMYH3/qO0Pi5Z2qS5u81KFUcV1PpbqbT66flBlVJvjPQ6ELZErTlIj0HvnWPkb9lGap1OLQzZW9yH7MjfbcM/7zB3ZTO+ZQc9Xcbz4GFKCQPbo6BWoeOhKuqjR/EtSc69s4vZm3uYv66TQruHcouD9Ghoba0IC1AUvEvQeNomMONQafHT8XCZUrPC7C092LvWsbQtwvhtLcy/ci3KQA/mVdspdEMp7sY1Or+/QHFLG5nNUeLPwNSVIQLzJuk37KX/3xapBQS1iEa+P4yWqTL3hk2Ub95N07EyhVaVyLk8SIkZkozd2oDnoaPMXtlEqVUy9uo2PGmLQodvNaF+9soGvLMFnIEOYmfL2H2tOGOTyLXdBGZrtDztYPpdx6rNunpf4fOC7vftZ/o1/XTct0yhRWXw46OUnjdItdFAK9r0fuIsyuNHSXztGDMvacPqaia1XiN59wytT1poBYEZ0pi7LomoXShL73jYJL07gVQEC6/bjNkZx9ElRk6QfLiG3RBm+DY/tkcQGalRbHWB2PDbe7ECMPD+Y4gd61FiUbQCGBmLzIDCyIf3IU4OQ383gWlJLazTeedZFrcL8p0GIhQEKZHlMmq6SOSRYcwQSEPHk3dBg160UWJRSi/bQ9sPp2g8ZaGXHLruyRI5ukRgRjL8uiaG3rOe5oen6PtWFt/ZeRwdyi/egjE8x/IGD62PW76zfREAACAASURBVCzs8MDCMv4nhqhG3WqFpY06+oOHaTgBYzf58eQcGk9VUeNuzpocnyb7yp2YHY1kBtz5Uitg+aHlO+coPa8f0ycIn0rReLxKpk8hevdxKjGVc7f3opowekuAQieoZZtaQKEWEgy9JsLiqzeS6/Ey/hfbSW2SBI7PUk4IjEeOkVqjM3m1gdi5kdl9Xno+eZKlzT6mrvTT/7lxJl/bR7m3EbVQRSvZKI8exgwIRLKVoY/tIvHILKZPIb1WoM9msPyS4fdtI/nBJ/DNlp79WSDl72DZxiW7ZJfskl2yS3bJfqfsv83hebHyit9JRPSA823xuzx2uLT2/7ev4/+Graz9b5NteccdUi9KoudLSEWgWA7sP8noB3aTfLCG8dgJhKqy8Hq3DLnSKLA90PZYFdunsrBNIzwqCczW8CyVGX1ZhN5PnOX8X68hflASHsqTXRMi9swicnqO0hUbKMVVLL+g6ViZ0Vs8dSZJRSpuTk7iU0+gBAIIn5eFWwaJjNTwji4hCyVqGzrQslVmrozQeNJk4hqVwX/LsLA3hhkUJO9bxGwOUmjzkO1TiB+1mN+l0vevE1gzc6gNUUQoyH3DHxPXBt8o7S0DTF8RIH7YJHBiFqcxDI4Do9OM/fkmGk/apNaqhCYkWsUhdNdhJv9yJ4kDVXLdBs2PzrO8N0F4ooI+64qfTl+foPWJPKJqMvzaGI7u/lyaDoNelPinS5hhAyNbgyNnmfqLnegFaH1oEWlo5AbDeNIW+oMHKd62B2GDVnaYepHGwEfPMvmWtVTiku4fVBi70cvAF9xrWN4qGfzgeaw1HUxe5acWddBKAv+MwJtxy/1Nv+DgF28XAFv+9A4ZHrMwsiajN3npeMjCN5pm7so4LQ/OM31DC62P5VCKVeTUHCN/tZG2n5ksbjOoxiTeRYFWBjMEjg7tPy0zdZUPT8rtzNH+5RMUrlhLYDTHxA0NNB23CB6bpdbdRLrfS/w/TpC6dSOlZkH7T3MUugMgIdunEhmxCZ3JYjb5mX2el+4vDXPuz3rp+06eSsJHul+n9TP7GfmHXUgFtIqg55sLzF7VTOs3T2Ov6UA5OUp1zyDzuz2oVUj+YJ7M9jhPfeMvxL5XfUxGTqY5+9YGhISWJyTze9ycG8eAwLSrUejJOHhyDsFDU5z9sy4UC4IT0PyFA+Rv3YFig56z8B4Z49z/GKDnnioTL/bS9aMS5YSX1FoVxwPNBy2kAotbNLp+kGX41WG6f1AmtcFH9HyNiWsN+r+WZvqaBsotruxK3yeHcdripDaHQUCxVZA4UMV47ASyVmPhj/eBhOZDBcywQXrAoNAp6f+HY+ReuonwvccZ/asteNJQapMIC4bec/svfYZdCmldskt2yX6rzTEAAYrpoB0dRk0V0Trb6fphmWyvgdqaQPR0ED1fo+X+GZqOW1hBB61sM/1ClcC0xLdsUY7ryNPDBKYBRzL4ifF6R28F77KF1Rhk6o+3UGpWiZ4v03ywwPTlPryLCpWIglaC6HkHb8ph8Y/2MfTezdipDIkHpykldKZuacfpSjB2g8HIK8MIGxa36vR+r0J2XZTEz9xKpXNvbUQqAq0iUasQfGaCvi/PMH1rF5WX7HBDKX63h4vc0MfyZj+dnzhK4MwCha1tZNaHkbqKrFRpfaJKuUmh/WdlfCmL8L3HybxyO00nLLwzeWLnK8xc30KpVTC3x0dqVxw0leS3hjn/2gCF/ggNxyVaQSE8JAhNutVa2cEA5WadxW1BRt+7g44fpWj50hFEqYIo10AIKo061et3ET6VJnR8gYXtrlaVkysgHDDSguUNXoy0AEOnFhYkH7KZe8UgU1f6McMOaz86RvcPixgFSWz/PJEzObTKhb1KLQTFVpWJa7wM/sscmV6d2aubaTpSYvaaFgKzDvneoKtNtnsQxRZMXaETHnXo+/ccnnS9bcCUg6NLpl/ko/tDh2g+UCQ6YlG6bA2BsTxKoYKjg5Gukd3ZhjAdHB2q+9bgTdl03LvI1FVhLI9gYYdCOeEQuu8EI6+OYcxk8c9JZm/pZeDDZ6g0+5h+oYZ/0WHiPbuRqgtObK9k/OXNJO48yPm/XotybIjxd21i+nIDKXAbR76pGWG715ztVakkw6z9yCjCEmhlh84f19ALbjWdb8lBKq4YamqNxvAfdONdcnsz+Rcclt60i/k9gqVNKr7Ts1gDSXq+X8HyqiimYHFbgNDZNB0fe4bu76fRCxb+ew8RPe8wdW2E6BkwxpfId4PtcaUslnbFSBwsM3jHKIEpMAfbOf/6ELGv7afpeyfp/vIw5WYdsa4PoekgXGHUXI8fqQj8iw7dP6yw+NrNRB44y+Q7ttD78dNYPrfRoVp99v3aJcBzyS7ZJfutNssHekkydkOIkb/aiH1+BJnKMLfXTzkhOPf2duToJIvbPEivwexlKmpZoGYrDPyfDHpJEjg5x+JOqF6xGUcX0Bhl+UWdxH46yuwLQvjPzLsP5wrEf7aAYjkox4fp/u4iZkASf2yOxhMmtZAg+q1nKCbdruFaa4KFK9opxxVaf5ZncUeINR+fJH7IofUx1xHqpycI1hOCq33NCFvgGU8R/MlxtBJkL+ti5PXtAFSjCulrBhl+dQMAc3tDeNMSejqQhRK5Lg3TJ5CqgtyxlolrDRpOVdBPjGMbChPv2krjo5N4lqsMvb4RLVMhOGMTGbERNjQ+MUtmcwNzN/fSf/vTq52jhQONpyosr/fS+PgMDQeX0UsOgQWb1icsnBPnobeT+auTLF7WjOV183imrlapNQcZ/b1WGk7b9H4rhdKdJDRh0/HjLImvn6DrMyewT56l9Wsn8C6UaTxVoefL4zQeFYz8YS/KsSEa7xvi/B+0oCzn8C1dyOFRbLANQWAGZMCLakqaP/MEVkDDk3G7W0eOL1PubaAa1ej+0CESzzhETmeYvC6CL+UQP1TE8gh6v5XCCkhEV5K5fQF89x2iGlM598YIcilF8uEy6oHTBL77NLZPIzRlM/FiHcWSTNwcp/GkhTflzmP/NwtUL1uHVhLMXJtAMaH5iwcQ4SCluMbAB08hFei64yjChvbvjeGbE4RHHaRp0fK0g+hqRyuBJy1wDGh9vET/R05RC7puvdLs4KgCfF76/+kExYSG9/w8Wgm6vzqOVpaEpmz3flag+54sUnXv4Uy/StO/HUAtC7ruyTJ1WzfKM6cxhueYukJHL4BecLsuT//ZTkS5hm0oKAM9LG8W2F4otguG3t6B7ZHkujXaHrfRqpJMn5fJ1/aiVkFfKhCYUlACflI3rae2pg1HFUhNQW5bg2JKtIqk0qhQblTJdSksbvMRnLbIXLOGrm9MgKZRbXQotUpiZ51ffABcZJcAzyW7ZJfst9p8i+6Ot+Up021QremQbKHjztN4lsExJPmXbCKxv8zS7iYCk4Ke9x9g7GUNTLw0RsMT00ze1sGaj46SWqOT73Gwh0ZpeHqe+Rt6aT5YYehtSZY2+wlPWohimdT6AAB2yEvHQ1XOv7UF78PHqMYE2VfsxD8jiD8Dtd6EW/FUlkjVlXkobG2nFFepNfoAGH3nWtRClZFXxch1ewiOCSrdjdhbBmi58xC+xRpCuk4xtV5gBgS933YTgqMjJrYBomYi83na7p12xTuPniPf7afrvppbGbSpm0pMoeueZWQkSGqDn4aTEjG9QGqNSq5TxchIZl7ajlZxiD+TY+5d+1jYrhA/Vqbn20tMXe4jfrBAaW2C6WvjBMYKzO5V8c0UGPnQbqotAXJ9YPkF2X7o//gwfd8ukVrnwfZJ/LNllrc3MP2SFqQiWNoZZuSvNmJt7EFrbaF4+VqUsVmE6TB7Yyfp9WCkIXPzZpAOwoKZmzuphS9IS4RHbVp/ukx43EIUK8SfToOi4jsxhW/JYuBzU4hKDT1v4p+tMPJ32wj96DgTNzQQmJHM7VEYuc1HoQuYWaD37w7iDI8RmnIo3rSDQruCf0Zh/B0b0fJVlFAQrbUFRxPoBYvBfzyJ//g0npSbHO+bKWB7oRL34R1N0fXZk7R94wzZAShft52hP0jS9MQ802/eQL5TQegavd8vUB1oAQlLWwWVl+7A0SC7qZHQpE1oyqH3jpOoZRM7V3AZTUDPKyzs0Jm8tR3hMSi2C2Q2R8vnn8FubSC1VmVur0LzgSLJzx1n5LYwHR99hv5/nSQ04SB8PnruziNst+xr5p07OfuX3cQPS+JHqjScyLnMZ4tDrT3C/G4DkS/R8zdP0f2/jtP5of30f3qUgW8UaP3JLIGRHA0Pj5LvhqbjNaSA3Pp6eCvgp/GJOTJ9LihVMkW06WUaj5fI9bqaXLHvH0OtQMvnnmFhh05otEhxcyuZq/pY86lpev72KbK9zw5pLgGeS3bJLtlvtak18C6bFNo0vIsCJRIiu7EBEQzQdLxM33cr5JMq+okxiu2C+JESuZfvxJuCwLQks6ed4JTD2b/oJTZk0nQYxM6NpPYkaL7rHJ6hefq+tui22X++QmFbkvjdZ8lftxHH46ZJDnz0LOVrttD16RMU2hUioyZaRbKw3UfrA/OEJi3yXX7aP76fbI9G233TKKaDf96i6ZjN5PUx9IKg3CTQS5JC0qCS8JC9ZSuFNg/CBhkOkDjg0PzYItS11PSchVFwmLg1AbpOek8rsfM1yi/egm0I5vZ6iDx8nqXNXipNAjk2xewVjdiGIDOgMPXGNXR88GkqTZLGLz1F273T+H94iNTGMPGjFRRTkOvyQs1EL8DoLUE8S2Xa7jxOJeGn/T8tZq6IoRUEWtlGsaD1kSUcDUo7uljYEaTxeJn+Ly2s6nqZIRCOxAwKYmclmUE/TqGIb6pIbWMXysEzNB/Iu1VmEYgdXGTknWuIDEHT0TLhIwsXFl8IRl7VgHexwtk/STB+YwNqvJHCri6sgIoTCSA1FbVQZewGPw0nJE6lSsf9OWphQd/fHaTpELQ/WmPsHeuoXL2F0b/fRfSxMQL3HKTto0+Q/BeXaas2+8lcNcDCdT3kO3QWt3lJ37Ce8dd1k3g8he2TZDZEaDgBWsUGKSnvHcQa7EDPCfwTObyLglJ/I8Epm+iQQ2nfIPO7QnjOz6FVJM3POKTWaaQHVTwZi9Q6leWNAlmpggMjH9iNVi9Usj2Szp/k3dDb7l7MkER2t1G4eRscO0frUxX6//4ojkdFJJpoedpm6vadOJks0eMZxm7fBEfPcf6NURQT2h9M0XmfydI2gVY0yfcGCZycZ+Bvj2D53fw0GQ5gX74N0RJHCYWQDREcXWXq5jZmrmhg/oZeWp60KMU1alGBb6lG02HJudt7sSdnUEwoxRWG39SCNTOL1N1QcOKReYov3kjTiQqFm7e5TFS+QrlRoxITTN3SQe3anXR8ZP+zPgueU+PB85/c4yoyC5eWFdaKxpHboGql0yOKdPWS9LpqdUVxRRTB1U1SuaCJdHHoTXcQikQ6F6lkK3JVfFJYrgjiz0nBS4FaBcVyxSIdXWL7JE7YunBsCd5wlcZQkc5QmuXL0r/22M99fjfCb6GoEscWSEsBUyBM5YK2kQNSdwUmlbLA8UpXXFLhgvr3xTpTmqv3JFSJrKhuiacqwXBQ6ppLjqmCkCi6g6bbCCFxHIFZMhBlFaXsds6UmkQa9TWpi3ArFXcCbL8DXgfFsOl/3eFfe+wAE+99HrZPYoUclFjNPW5VRRTcplJSd88tTIFSFa4ElC6xgzY4AqWsYOQUKi0WGA4ir61KW0lF4m0r0t2Yoj+0SFCtois2tnRxuSMFJcdgoRJiqhBlMRekWjTcOYNVPakVXSupygvq4/W5kJpEeG0G3nTw1x77uc/tXtXPEnb91lzVBKvfyyu2IlJ6sTCqqCu5WwJpuMrrUncQHgdFd/AHKsSDRbqDKRKeHEG1ilrvzmVLharUWK4FmSpFmcxFyBe92KaKUMCpq7hLiSu4WhcJFWZ9LeoK6gC973ny1x77/58t+rWnUAd6aR53QNeYu22QWkRQC3RQanHnKXbeZvmGtXR99iTzr1xPy32TLP1xB94lQeO/nmDhtRsZ/Ngw1Y0dIFXGbgzT98UJMlf0Y3kVjIKD5YOOByxmL9Pp/nEOxZIY02nGXtVG11SEakQh/9oNtDxVYuRlXgLTCm0/zcJiCqMhgJ4VCI+HxKefhJYExkKR1AsbMENuiKDnc0Nu47hGndD5LAv7YiR+lgLA9DeAZRMcyWE1BZnb6wdg5vk+kh98gqaX7qK6Z5DY07Oc+8M2Gk6CN20TO1l052jIBAEzb92CFcDth/JEjbk9BmpvJ933lsm/ag+WVyDsNuKPzeIEvVhBD1pFIkyLwKyD5VcQNQuRbMHI1ljYGUSpubpyarFG0zEP9qlzdP1kG6M3etymiuNLoKkopkPbj6aQqQyzr9tIuVnSfn+a9JYY+WvXo1YlesFi6fXbSa+XhEfCCAm1tggt+02mX6AR/1kO8sXVtbcN6P3qHFM3t9L2mE346TGq65MUm1WajuYZv6mBrh9mEGPTGLkYwckyakMURmcwNoRwdq1DL0v0bJXoeR3foydpUTcyfVsvoekugg+cwtw5gF6Q6Lkaji5Y3qjR979Ocfa964gfrgEG5WSIvn+dQPo8yJl5MjdtAmLkOzQyV6uEhySjL29wE+W9Kt6UxdxuD6CQfKQAwhVPjpxIIWQDpk/BDKrEj7nhu5k/2k77D2bRCxFsr/scip6FyReH6P7SMHM39+JbEEzc0IAnLZn7520EJxTk5q0UOx36/z2I/94j+H/okL95B/O7FAY/M8G5f9zBms/MMn9VKzNXNtB+3wL9H0sjW+JEHhintrGHyrZWQo8NEQ0PMH1tE94liSfaxNzeBL3fyaPPZ/Eu+4l+9UnUeBx7OcXc+/bQ8700Ymqe1NVr6P9GltRrdpDaAEYG+r6xjOjpouRVMYO4IrJDWaauayQw49DzmfMQDRGaqGKcnuL8n/dRbtXo+YnNs9lz67Qs6qBG1AENuEBkRZdx5VV3Do5wQLrij47EVY3WVrwcdUVtQJEIj4PmNdF198JXRJ+lBLOmYdsKjqmAqWDrdSFK2wVaNqIOwFz1bASIior02Kh+C7+/SmsoT1sgS7Mnz/JzGXvdaQghEQpIp379Dhf4sovB24pStxRgXTQg6irXdTCIJZCmArqD6rXx+atEfBWCRhW/VsORCk79wFVLo2Aa5MpeHFvFlmDrFylhaw5SXZk4cKTirpPPxhOo0RQu8lzNCkpsn4P0uqDLthSEIiFsIcvqBRV0xY0LO6p0KzikAE3i+Bwssz5fFQW1KnA0Wb+foFrWmcuH8KomjZ4SPrV2YeqlQtE2yJleClUD01SR1rMkqYkVlPNfvlf+6xe/oq2olANSiFXsugq0LPd+l4YLcIVhu2u6co0KSOQFtXaBq25uCxxFUCp6mbVUijWDWV+YoF5FqaNBy1GoORq5qpdUyUch53OPDQjNcTcHtivoKswLqvHCrquv15Xp5QW2/3fGJv5uH82HLIotKk2Hc1SaBB0PFlDzVcRyhtG39ZHtVqlFJKn3rKdlv4MsFNGKgtbH8izdtpHmx9PIfIGJaw2kKtGzMP57nbT/tEC10cP05RpGBryzBYxMA0Mf3EXfX++neO12kh9+msm/3EO52SHxtINasei5p8biFi9TV0eoNobp+4882tQixcvX43v0FLJcZuF5PeT6JMmHLfxDKYq7ulncptH1/RTLO2O03DvB1Cu6aDhtUm0U5LbESQ+qmEGJnnfHLhxQtq4HB+Z3eUjQRN93Cyhjc0z8/gAxPYjdP0i2V6Hjo/tJpDeglkyUjOtkeyYM5Mw8TjJGap1C130FtLkMs9e3U2oRDHxhjomXt2B5kxTaBf5ZydzzG0jsz6FNpyj9+YV1GNmqAWUWX7EZsFnz1zNM3Zok/bwk+U6FcotD7ESQaixJeNwmPCGZf34DRl4SfvAM1vputNMTNB92aMwVWHrbbrq+nya1PUbTQ+P03b/Ewht20PTVydVzNtxzivlXb6DSJPEtKoy+uZuer0xgbexEnB3HuWkj6Y1hnK0RLL9EPzFKdXs/yxs9SAHq0SFC2SQTNzTS/kie7E2bWd4gSD5SxXNyEjpa0TJVmp8ssrC3ATMo6PvoCZw1Xaz5wjLD7/fhPvgBGuvvQZSTCsU2L8l75kg8YLH4onasgIPvxBRjb+6j6zNn6Drm4fxf9rO8IYC1O0hkxMI+O0IYwLSYeUnrqq9r/8kSolDCDEnsjPvbV6uSrrtTOE0xEt86BY5E9rQz/KooWlGh3Cxpfdyi7UtnoKsdZ8dabJ9G+OgC/pkw9twCA3fUQFEIj9bI9BuU+mJkr2qmFoHoUIRqWCE6UmXxxkEqcYFWgkqTwCgKPCnBzAvDxI94aHxmmaU37cP0C2Lnqm6uzdAEE+/YQve9BeSJc9g7d6EXBM2HTaShIcen8ddMun+Wgb4Ozv5+jOTDFsWEyrn39NFzT5XFrV4KN/Wy5ovLTL+4iYU/2vesz4LnBHiELerMDBd20gC2m+GNcmFnLRxW2QZhC4SQrpP4rw9eAegSzWMR9FcJemp4NAsF6TpWqVA2ddfZlz3UqhpOSUM6IHAdqNQkUtYdkeKeR5gC6QWv16QtnKMjkCHhyRFSK0DgOY0dR7iObwXUOe5rVaF6BWsINy6Pws/t9ln5v6uK4GL1sx6o0Rgp0hrI0egpEdVLBFVXCdlBYDoqOcvHUi3AvBpiUQrKjoFT0S4wZQoIxUVmcgVU6Q7eYI14uEB3eJn5X3vkF1ldLd0FfXJ1LoQjVlmOVdamfj0Xgwx5kcN39DpAUl3wrKoSQ7PRFAdFOOjiIsQubEyp4FVN/IZJxdCpWIrr7J2LgM9FauFSqbMqK3/+TZTSFVZVzIUEWQf5EgFOndEzBXZd4VyoEmmtzMNFUuh1kCQvXn8JjqlQlTp5IVEVB9NRUeoQy0Fg2iq5iodKuc5qSX4xKL3yO7MvHFvUMbVULpr73yHrvuM41vZ+Uus0FneE3dLZrQGiIwaZFzTQ9fHjlF60DrXq4Ds1C6qC3dtG/IjFxHUhjCws7o3RdHaE/q+mqSRDeBbzzD3PpesDpxfRt7dRC0tExcTRYfDLy9hAtlfHfPceEgeqpNZ68M+WmN/tqkArJoRHJbHzDsOvCGFkwy4bMriF1s8dxJOVeJYV9GIVFpZYeHWC7juOk7p1I01PL2HPLxIZbce4/xDJqQGG3hAjOAHJD+3HucwVD/XPS8T4LObgGtofLZLr8bG43YNWChGYkdQCCo0/OEVU06i9YDPj13sY/JQLGEbe0knTcZvQ7AKz+7y0PmkytzdIZMxL8xcOMPJPu5Aeg0rcoes/5lj+4xY6P3mc+ddvZvTdCtDwrOsy9OEoUCDwfT9aCXxzCoUO6Ly/wNSVQcyQpPGYJDJUBN1g5FY/g+cUpl+3jkpcImyYuKmB5AeeYP5t+5Cii5Z7Rhh6347Vc8y/ZgPZAcng5+chX8S+qY+x13cibEjfvAEjK1CrDg37F8n1NmNt6GFujweA5IeeRG5dD6eHqcYaWNgdwtHB9kq85+aYvbWPXB8MfmGBmesShCcsxDxM/uFGajsLgO+Xjt3ZUKAKOJ+YgC1raPreSYzCOmQkVGeHVbJX9KGVBfluiWNIwhOAY0Mqi5PJ0vIvM0z/6Q7aH8wi8iWK2zvp/X6RuT1BAGohQbkjjLAcfIUI469K0vlvQ8TORCm2uQ0GF7fqdE6343h1HF1FOBJRNUmv81O8cieBWUn0fAXHcCMY3vsPM/XhnUTPCCIPnyf3ogGMqQzF57fQdXcKYUsqrUHm9rph1o4HslQTflLbGyg3CYy8JNdjEN+fYfSvttB8yIKnjjH6j/uInZGoVYFWMBHlGnKgCzm9yPTbt6CVJJ60IHBmHq3UgNRcSZf2R0xCkwrlzgiNp2t4D47Ap3/5PfecAI9SEzh6/SFef+hK4YIc6XFc57ays5W4D90VZmSFzVFXQgF152A46B4Lv7dGzF8m7ivQZBTxKObqLrdsG+QsDyPZJlLCT7nsXr7r3OrncOpMkgegDnp0B7+nRlcwRYsnR1CtoP7Ctv9XM2EJHFvgWIobzpJ1tmKF4VlhdOq2AjZEPUznlDU3BObU2SjTnSOpSfA4tMTyrIvN0eVNoQrX6V98rbYqiGhlGo0CzZ48x2Q7UxUdUVIvzD1ceLcE6A6KxyYRydMXXqLTl2Ie4zmNXysIhKW4SxsQ6IaFWdOQaaPOJNTZBQeX1bMEtu6GkWRJQykr7ncKCJ+F4xVQq3ttTdIUy7M2tkC3bxld2OiK9XPjN6VK3CjQ7C0wrDcxp4UoCK8L+CyxGs5aBVkXszBwIez4/4KtsJkC3HvcZvU+R9TJvF+lq81FYEgIUBSJrjj4NBMFiYPAkQJVOFR1lYpuY+qOC5TqwEooEikUpLPCnrprIIREriJwfh4Y/o5Y7voNRP9zlPKNPSSeqdFy/xITtyXxnVtgYXuS0XdvxD8LUmikB7po+epxFEPHB/R8x8RsDKAv5LHNGpwdwTcbZPHmNZRbJLOX+QAfZkDSe1eRhcubMXKSsZc10XWXgrh2GbPsYWo7gMnE5QAFBND9IRt1bpmZl/Uy8NVlJm5opPP/DDP25j7UWJRiQiH5oSdZfPtegrE1KCYoTQ00PTpFeaCZpZfsxPKCWLeHWlSS2O9QiSqk37CbhpMFALSKZPzt6wCIHC+xfLMfxZT4Z2F5M6z57AzZq9ZSiSqUmwXtj5igqcxd00bnPz7N3Dv3oLxgDS1PV5m6wsCTBsWUqJ1J/NOCkVfFaPtPm8lb2xj859M463spXvHrMcjLt5bofcswcl0PmbVBpi8P0v3lEZav7GZpi6AaDdIyZNH/rTzm2g7av3Iapz+JkivjBD3Yz99KISlcVkvX6bm7AH/jHts2BI3HYPqlrYSmbbID0PvXTyJUFTXehPLCbha3K+Q7E/R+hGQqgAAAIABJREFUaxnn3CgdpQFmL48gdm5ElE2UWJS+7xY4/5oA8UPQ+qlncDQNxeoE3FLw0Jj7Gw4cGGPu9S2/8thHv74ee8pP170DSAFDb44TmITlG9ZSbBNYXolWctM1SnEV/65NZHoDhEeK5HoDKCbMXBGh/bPDVGJJ/Pun0Te6OmrxwwXGbgzS9+UZiusTSAUWbuyj0CHo+/wI6Rd2E/nRCebeuImWrxxn+L0b8S4LuiY1iu2C8IhDaoOg2O4jdsbGv+Agd67Hs6Rg6zD5lrVuuKm9hYbTNlPXNKAX3dyr7s+dYfizSUa3qkB1dbwrfL1ajdL78dNkrlnD8Mf2olYgvU7gScHUlX66PnACsWEAIkE6vjWODPnBdjBbIqgVi2rUQ//7jzD3lq2oZUl6jYqwoXP//wchLUe7KOemHorCERd2rCsORZE4F4W8bPUCAyGVet6K7uYv6IaF31sl6qusgp1Go4Au7NVdblCtEtbK7mcjxKxmUyp5sMqaGxpQ3NCX4/n5nayiOQSMGmGtgi7s5wx2VsdrKm4opT5gqdW96gqIu4jNkdTnxlIQuu06oXqoD3BzOTwOHn+NWKhEd3iZuFH4BUe/YioSVdj4lRqKLukMpTAdhdmaChUVTAGmQBru+UVFgYhJY6xASyBHg1H8edbk17Ra1FkdsxASs6rh1FTQpDsWn40sq0hV4Hhxc5scgSxqqyBvJfImHeE6a7+FZthEgmV6wimaPXm8ivkLYA9AEQ5+pYZqOJhBlyacdhRKUiBtbTWHSkiBRFkNQSJwc6WERNaeY1zHroM5+wJwlxexV1KtvzS5ytisgH4hBVLKOvh3mbBVVtARSFtB81oEAxWagwXivgJhvYIm7NVwpumohA0vHtVmUUiqVR3HrANvXDZvBTxffP8LS6yyU6vz8TtkkUeGMQfbGfzwMEO399PxQJzmw1UKm1pI3nEQWas/hoXC0tt2g+NQXNNE4MAYk2/oxwxJer+eZ/o9z0PPQ9uPpgmP16iFPZgBF+T2fyONc/wsbNxLyzdPMffVFuZ3Q7Hs+aXXNfoeFWe0h4aTkokbGun66gjW/ALVhl7KG5O0fuko9t7N1CKC4E/TBB/PMHtbP4kvH0ZLNtLyZJGFnQES+wssbwwQOpclki8jDZ3Jm5oBWNwmaDzmYPkFcnSSgY9lKFzWQ7lBpfd7JeavaqPpa4eovGE70SGbpc066cF2Sq0S+0/20P6Vk9CWoNgbpe8T5xj6i0GyVR0jHcGbcmi7b57clmbUMkz+/jpquwrPaY1GvtRHzxvOErP6aDhQo7Czk2pMwchC4/ESdjaHOF5C7+5g6K/WEh6GhlMKi9sDVKNuSbUyPMXon2yg64cXcjOFA5k10P/ZMTKXdbq/yxduZeLFXhIHbPIdClKRJH+8zPhNjQSnGkivB9vjUDthMHlbkMSBCJWIQttjDv679lN5yU5Sa3TaPrmf8rt3U4tIEj9dYPQ1CeZf86uDnRVTkyVmXhCk5xtzBL8zin35NhxNEBmx0c5OYq7tYO55fuJPplneEXPHVTXxZCzKTQZ6UWLtWUfjE7MUd/XiydXD4EGdlqcsrLEJartbqTY52D5B76fOU1ubJPboKKPv2oRiwcQ7N+FJQcMZi5HXt9H9v48z/DcbEQ50fT/F0BtiDNy5SGFdA533phCmjX36POP/sI/Wn6ZZ3BWj85tjnL29k9bHHYY/m3zWMWdeWqTxXkFgroqwvTg6eBcF5WaJNyVgyxrGbowQHpF4sjYL2zV6/30RK6AxebVO710lUi/fQnTIxLj/EIqhM/I/t5G/cu2znvc5AR6py1UafvUFrkMB92/1Hb6Qoh7ake7ZLqL0ES67o6g2XsMk6quQ8OVp8hSI6aVVJkapb5sdqeCv56bo9e8W1QB5xYspDbAUHEcgtLojEq5T0TSbgF7Do1i/kbMHVsNkK7k4qwmrhnMB/NUBINTHWPfwUlFWE2dXQ1+aRPeZxEIl+iLLtHrdcNt/B8p0YaOoDklvhpqjUa7pZFJByGsoVZcRAFCqAsWwaAnmaTKK9URg61mP/azjN+rjkbj5VGXN/feK07eUCwm7AjBBsXDXRpcXwK7EBY6ORPVZhAMVeqPLtHqzRNTyL10nFYmqmOhYxI08Vb9K2dKp1VTMqgpVZZXpcy+o/r6SP/MbMDyinvi7AlhdcLvyR/ccjuGsrrm0xWrIc+W8YiXpXuMXfj8er0lDoEQykKHBKOJXa6tgH9ywVkDzoQkHISRLhQBl6cGuKKthxlVbCTkrEqmsxlhXgfbvkk2/doDQlI1PSdL9gxKzlwVo/+RBlF3rWHzT9nqRg6DQ5RCcECjhELkujWq0l46755m+PsHw6+K0PmkibLep3+xeD61PVtEfP8HcH+yAc2Oo0SjNdw8x91XX6T0b2FkxpadI450FMm9MkH5hN4vbexj8yBCLN/ZTbt6E6RcYGQmpLEiHxFeOYu5dz/wuL8kHMkgBStmk+dF55OQMxJsorW/G0d3jh0eg2KrQ8aMlzn5gKy1PgV60iT++yPzlcaQKxZdsJdcLnmUVvQi5XofQqIKRl9S29jG7z4tehGpkAKlA/FARfWqZ6MFFyi/aRKFdxchJ4odLjO967utk715Par2XxGPLeO89yOLf7sHyS7RD58i+chfptQo9X5+j60cVjOk05/6wld7/4SrXT1wfQS9GaH+0RHZdZPWYjgH9X5xB+jyk1iqoFZi4xkvfN1JYUR+13SrxQ5JStxvq9ORs9JxGbBo8T56hNbAB3w8OEmluwmmOUb5+JzOXaWhFGP/b3ahVtwqw0h27wO4+B5MKLO9LEAv6KCUMYk9NQ81k6nVraDhdI/npIwy/dwv9d84z/ZIWFvbGaLl/mslr2lDLAkf3UtnXTqXJwbPsboD0dIVsdwR/Q4xyo+IyYBLG3zpA13fnmXpVH92fPkn+yrUUmxXyvW4uaM8355n7vY10PFBjYaeHcmeI6BlYeGGc+NePMn77VlqfrJJ+0T767pzi7J+203RIknleB8mHbGbfWH32wdZt+LNJvE/56LqvwswLvAjHLago37KbQneQ3s8Ps3B9L1IRNB+yEPkS/lNluLoDLV3Cv6Ax+zwD+4rdtD1m0/eJIUTQ/6znfE5l6VKXq2BipWIK4e7wcUDUlHoli0DULiRQojluxVa9Kglwd7eOgq7ZxDwlOvxpmo38z4WdHKng1Ct1VCRBtUpULxH1lEkECzSES2h+C3THzQVR6oAHQIKmOfi12ipr8JuYkFwI2VzsPA3HHZ+gvqsXF5yQZNUBCsNBBCxEpOYm/qoSTbMJGjWaPAVCauVXBmUrc9HhS7O+aR5/uOImVBYUlHJ97i2Bx2MR1isEtCpexfyNGC6lKlYTYZ2ShiirLgBUQCmqqMv6hSRdR6DU3GotxazPyYrjtwSiqiCKLmIIeqq0eHPE9BLenyu/++Vjj2hlN7zlz+P1mi5jKOuJujYXQjiOy8qsAE/F+xwB30rFleOCuJVcGWG6vwGpuKE7FPdcSklFqboVU6v5XavHcT+KeiWiUB2C3qrLbnoKRLQyfqWGX62uvoJqhSa9QKs3S0cwTcRXQVHtevhYuZD8j3udqzldF+UvSf13j+IRDoQfOM3ozR5Gb/aTeKZC+ZotjN7qpdQi8OQk7fdM0vfup3E0OPfnPTScqdL40BjFNY00nKkhHIGeM5l+kc7oyxtpPGXjmc6Su3UbalUiejoQ4SBzd7p5K78K2Fmx4X8KYnsgvU4hegYyV/WhFyWxB4ZBulIXVm8rqesGWHztFnJdrtDoyG0RKk0SZT7F2CtbcLYO4jSGEZbErp8+3wWJgxVS2xtofdxVqvY/M87si5sJztq03jNO6KHTJA64nYHjB4us+dwC7d8bQy86TFznwQpIWn+aIjxSxpMSZPv9OMspRt+7nVLCFVCNni8z/me/Wax44h02mTWSYm8UoWt0f+4s/llB+tbN+Odr9H5xnOE3JFjY6cOenmXgY0NobS1UmnRiZ22MrGTiWh+xp2dXj+lJS7I7WiBbcCvPnjTp/WYa59wo6UEfDSck0QfP4VmuukUTEZXuf5+mFhLkXrqJ4OlllPUDyEoFRqfxn19G2BAddui+K03bo0U6f1LG87NT2BufG7sFINcWWNoqUTMFogfnsRJRrLl5V8E9oqE0NoAD2W3NtDxdoOlIgaG3taMVXRkUIydJ3uFWnnY84Mp/DL02gjfrMPqOtQTmbXq+Podahc47DpHaFaftC0ew1ncTevgMzQcL9P1HnsiRRc6/pRnHEBTaDTr/Ywr/gTHi3ztFrgdEIODKeTx0ECMnWX5+O4OfXyDy9adQa/JXBjsrVtlbINPnofXxKpYfrCt3rOa32ukM5WbBwk4FvWBjJ6LUupoY/OdTnH1bA5PXaCQOWISHoRpRmHn1AE7gl+dNwW/Sh6eeu7ICbFYduwJSd3A87ksadSDktVF9NophI1Rn9Riyvtk3VJuQXiWilvH8N05ZVyzCWoV2bwa/VqNqalg5A1FRV3ewQgIqOD43fyeg/fxu+bnaajnySvgKLuzSVyplpFsKLGoKoiZQqu47poKsqMiy6jIj9RwMj24R0iv4ldqvzUDpioVfrRHVyxiaW+ptBi5UPTmGxLYVSpZO1dFWS7yfq9khG6nWnX1NqYeJXLDjeB3sUN3hO3XAtXJPcCHnhZXyed0todd0G0Oxfy58+auYIhx8qsn/Q957h0l2Vefev31i5dQ55wmaqJlhpFFASIiMDcg2yTiAEIZrgzG2L5hLMlx/gMPHJZhkgwOYYESUQIBQBDRCeUaa3DPTOafqyifsff84VdU9RhrNtPz9wcd6nnqmp7vqnL3POXX2Ou9633clzTKqKvcWXo2cW3tTkATppeo5UGBYG0T5qoiJNKpk6+rc1/N2auiO8ILEqP63dQo+pa/9vyaTD0Ud4naFeDUp1dYhmzqq/jKFT1h3SRgVYlaFUMhFhKvJfhVZFI5AK2uIfJCQBuPR6tfmr1u0f/UEEzdtJ3VC0Hq/ZOrKEPO7DHpvdXBjinJao7ilhZEPXU6pWWEtC/LtFqfe2hcgmSGNvm8uof38EINfXiJ9QpJ4bAZm53FigpZvnuDkjQ3IdHzDY4xOCvq+MotRUSSPrpC64xQ0Z8j1BwiCHzZY2i5o/vYJGn94mvhZjeaHJd0/LkMkTNvBCgs7oyAlk9eadZUWGmgVn/RjKySOLhGeqSAXl7BXJGbe48wbewFI3DeCtQoypINpMPeCHpKHF+m9pUTiDJS64miOR/etizgJwdzv7SJ5CnI9gsisYmHH+ReaCz8OGlPP1tF6OlHtTbTfsUglpTHyUoux1/bQ98FgUZ95015UoYCKhkncdoRii07zbWcZ+NoSx9/aVt9eORN8D0+/fZCuTx1i4jqDsd/MwK5NZI7kydw/zdhNW5i6KkbPxw6RHRAcf2sbuT6JWfDJX9LA6Csy+CtZZC7H1Ita0TxB6tAipc4YYy+MYhwdxb3s/KWUC4mGw4LZ57bjnx5h7llxVn7vchoeXaWcDhyLlQGxkQL6Yh6t4tF+r0vzIz7NDyuKzRpn37sH4QvcZJDtth6UzO4Leq1JQyBjYYSEM++9lNSJPM6BrZy5IQyGgai4rA7EKA00IC1F+qRL8nQRpzPD5OuGyD9nM4mzoDqaAnFGJMJqr0bmlqOM/nYr6sAuNHdj62vyrMPs/mDMYy+wKDbqLG7X0WJRur85jVYRLA9ZaKslvJjJ6vVbGHzHL9j0uXlKDTrSEKSPrCIkzF2ZPu++Nr76VYmWQfmgRtwVAcoRkmhxFz3loKcrhBtKpDIFGtM5EvESoaiDHvYDIm/1/msbHlE9eKI1hX9eJEZHEdErpM0imlB4Uqv7jfxSKUNXaEL9tyQ7UF0vNHWu54pi7Ql73dN77RgpXdXJy8GrinIZEk0PEp6Q7mFvoNS0tgg6iJoyyTy3dOP7GmXfxJFGXdq+0RAhv57k1BR6gd8NwdVkBCUd4QeojhIgq7yWc9baWvlPV2iaRNcuHnnQUYQ0l6hRQUpxDmlZ1ZSCNWCphsxV1WUbiboy0VBIe13C468j5deuCyXWeG01Xldt/ppaQ3y0wFvJNj3Chlsvu+pV/tKTcZhM4dfJ/KJ6LIW+dk3V+DqaR4Bs1fYHz0yl9isazvYe2u/N0fz1IyxeopM57gcGZy0Wg+9+mGKbYvx6k97v5en9fpn4mKTYIkichei9xyk26ZS64pz98OUoU8fO+izvb2P8TdtY7QdnZy/CE8x+cOPlct8GZZlk7jyLm4mgWpuY359h4O+PE5uQrPZYdP7EoXBgkOnfGsSNQfzuk5hLRYZvbMPIO+R6odiToOGQovmR4El76DMTjL44QqU9xtjLmjCPj1N60R5Sx3LM7wxhrcDp/7mNxev7aPvRNEbe5eSNGcJLgTGeuO8QjQ8ss7TZRJ/L4mYiIIK2Ao23niR1UuKF1iGLzzD0CoTmBKdubCY3lOTEG9Mkxjx6b3Ho+uwT6B2t5LskmqtQjsP09c2UrtpC29dOcPotfQz/boZN7z9S317nvxzDtwSRScHyy3fQ8gtJuUnipGxmrowzfGM7jY+7dH3hGKKzjf4vTaN5goH/+SCze82ACPuRh1j5/QNo0ShtXzhEZFpR7EvhhYLy+Yn3bsbIPz0q/XTR+IsFNA+m/uIAbV85hhIwc3WS+LhHw+OKhkOK5a0x3PYkJ/8gSa7bJDJeoNis0fKPv2DgK4vB974SXIfx+84y8L8PsTJgoLuK069K0PXdOZKnYG5fHHPVwVrRELaNli1QaNNY3GYy9FePEnliiuXNEbIDYdo/fwgr69F81wyVxjCbPjuNlojTcNTH3TVA8oxkeWsEzdvYvWXyGhsnpfAiwVrS/LN52u5zUKUyKhqi/4ujtH1/nLEbWgmPr5Jv09FiMc6+tgXNVxTbFBPPT5HvUjjx81+IG094tOqrKgMXVc6KZvuEE2WaG1cZbJ1nV9cEl3WOcmX7WS5vGWFH8xTdmWWSiQJGyEUzJZpQmJqPoflPepN/stBR2JqLVAKlRB1tETUoobbg+wLH0yn55jNe7CHgsNQ5OFXoTaxHdGp8naoBoLIUKuahJx3CyTKxTJFYukgkWcIMu+iGj6lJDG3jN8sADVC4vg6uhvDWyjqaI/A9nYpv4Eod9xkasQgRJHvKVKiQHyRwRuDNgyRI/GqZTRXBUkYgq1wrY3IOd6WW9GobWIw1FLbm4Xl6QJBmrZwpavlj1QtI6QGc6HkbPAbaWoKnLBkcgyrCU+f31CwIhAqSoCqaJf5LKUnUrlmt+l7xy4nNU0XNjLDiGziuUffj0UwfI+KhqshqLSkTYX8tybZ+/Upa5UYT9dATTL5+O20HKyQfnKLr+0ukfnCU2Zv2MfC3R9B8ULrG3J4w6W8fptQqyQ7C2Fu2kx2C6LF5YqMw/JokK4Mm6XtH6LgjS+sDPigIzz+ze4ussimdze3MXxqi1BWn+a5J/KFOMr+YofHrh7B/dgR72aHtjjl6vjyKv7kLGTLoubXI3L44nXc6zFyuE553sZYCcYc3NkHvrQXGXmDQfcsiNGUw88EXo/Prp2l5oIBvQ75Dwx8+ixu36Lhbkus0qHSlKL/kWZx5dZpih2ThOV0U2m0KnYpcj8bZ/7EZoxyUwrJD/z2JdMsvchhlSB0PypDRcQ03qjH6Ihs/l2PiFZ0MvuN+3Lhg+KP7kCZEhhcRtk3vhx5m8F9mkdv66tsTiRjpg5MkR1zMkiK05BI/oxF6aBipg70kWB40UT1tLO9tRE3P0XafT/Fl+9AdiB2Zo/iS3YTnPdSmXspXbcWNCUJzJZY36cTGFV13+HhR8xnPXQ6P0vjgEl0/WCR37SYaDmUJLUnCdx8JEKVGjaZ7pzBncpg5jcZHVhG+CpRSv7WP069pYPCDhzBng5LW7MsGUFv76Lh9idhwlqF/nmHq+c0oDWLTPrOXxfFthXJcZDxK++cfo/MLRxh9514mb+gJnK6/9ACzv7cTaWoMv7GVlUGLlX2t+AuLLOzUkaZG6ollVvsg17GxY9D3t4fo/mGFpscUKMHJmxopNRrQ342XCuHPznPi7Z2EFhWjL2ug/bZpvD2D2IuQ/tZh/BB0fWeWwQ8drnPXnio2ZjxY5a8oLTDfWx/hqENnaqXud5M0ioSEh1ldfXJ2iIVQnLlInIlIimw5RMkxMTSJjsQUHj5VEo6Qde7Okw5DBciF7wdEWWnLOqFUWgGfBw0qrsGKEybrhUkbAel1wyGpE1XFOnJ2PapEZD3qEo+WaYwVSNtFkma5bqJX8i2yboiZQoKFXBRXahQ9C1fphLj4sUlEkNBJrZ6E1fMaBb6jkavYlCImrtR/2QPpYvZVMurITh3ZkpzjwVM7HvWkr45wqDVOTY3fJFXgDvwMQ4hgH75NXY4eDJjg2jBYS+83WtYx5JqE3laBIk5TeJE14ETWrBhqZbuaMmz9eNTauPA0pKNTdgKPKbfuKh1c/0+V/BtVRMz3BVS0ahIGQverPDYV8Ic0YNWsoz9C++9ZmH7V4sxHL8daDp4mM80dJG5+iMk/3U8loyjvH0LqMP78KMlhibBtBm4uohUdFvamSV07S/bTGhFmiQDsguxLI0AJ++9CrPbYdPzjI8xe07Ph8ekulLrjlDM6jYcr2DN5nK4GnKSJ3xVh5kAr0UkN3wajGMEoKYrNgt5PPoFm27QNg9A1Mk2Bj0z6ZHBrz73yMqIzFYbee5jJm3bT9rMshVaL5H1HmPyjvaROu3Te6VFJ6xitLRgnZ/DaM2R741gLRbL7UzTtq7p2bQv+aV437uJ0C14Ehr6U4+y7nrmr5cR1cVp/UcaazeFf0kvHnSuc/P0EA98osnDT5RQ6JNN/fgVeOHjIMAsKZQfmiOrSzQy/InaOA//Y73TR+mAJe6nCmRuitP3coP1Hs4y+ZRs9/3SCkTdvpvUBB06OULx2N4lCgamrgvWk9aAPpTL5Nh0nKWjUIszvMvGiiukrE2geNP/gDDKXJ//87awZDG4svKu2M369Tf/fHGL2dzPEjziEF3y0ZAI3HSE6Iyn3NQamiIZi+DVxQvMaoQXF4g4Ne1kw84bdhBeCe4MbE7jJEMadDzP2gSvo/uAvKHS0Mvi1LACL21L0fr+As62LxW0hzL1pKpkArWv/0RwiX8S5YgeNj5cwVkq0/zRB6MeHmHrbPso3PgsvrCi2mkgrwcA/HEW5HqsvHLjoeTuXbcGezJLvbKT7dhelCZa2mESbIvi2jtWQZuAbRbKDETo/fD/us3cz8pIQmz47xdQf7iY6AcwvVVu5nH9fG0J46nb91YVV1YiRuqIpnmdLcpat0Wk2habpt+bpshZpN5dpNbP0WAtsCs2wIzbJttQ0vcklGqJFIoYTlJ4u8EnXR+CqALnw66ToAHWQYR9sGTzNagrX1Vkuh1lwYuR9G/+ZID014q1YVyaAeqlD2RIz5tCaWWVb0wxXNZ7m6vQwVyZPcVn8DPtiZ9kbH2FvcozNqTkMw8eXQeLmKv2iOTY+gqJvseREcd3ghqOqSihVa+3haZRdg7xrU5QW5adLg88TorxO6l37XZW7JOpE7SAhkmEJMRcj4WAny1hxByPmIiJeXSJeOxVSrSnLLmburgpQKyFqvCC5hjxWJeDAGoFXVdswbGjyNaJy9fO1xCbkB2VEqiq1allNGtUy2H/ZnZBrSVFN3SalwJE6jjSe8jrwEUil4aoAsax4BtLXg+NOMGflV0t71e+o5og1nl2tFcqvWUSmK6SOQfcnDtH/6WF0RzH2zv10/GQZIy+w7j7E5o+P0f3Bg1h5iYhFmbo6xvDr0tivOr9FZ+Uvl1nZAmr74DMaY8cdWaxlh9ikw9RVNkiJtLSg+/lmnc2fmqLQruj+3DGEhJbbxui5dZnCNVsYedMQIh5l4lUDFNo1ej72GPN7qi7cCs68zKb43O10fPk42mqJ1OMraN0dFNsV0ccmMYseni3wZmbx2zKIQydpfqiAH7MJ/db55x/6rVkiswptav4Zzb8W5WaJ+eAJlK4zfn0MeegYTQ/D6kAYLyrY9Dcn6PzeDL3fWqL31jKlRoGWL1K++hK0osvA11bovWUdeViAsVhiYWeUpkcUMwd0xm5oQXcgd/UgnXcUKKcN/N1DNB6qUP6N/Qx9eZWOuyVGUaIKRaQhaL2/jLXk0PPpI4TmBJ3fnaDjrlVkS4bh9+4MOo4/07k3mHTfVmLyzbsZ/LvjqNEJjILHyT8NECujEtx4vTA0HlJs+uhpSi2S5vuWaX7Ep/OLR0AFqjyA9n98GL3kwf4dQSJvGvR/K0+5NYo8dIzYhGL+0ijmQpGGI2XCSz4NRxx6bs2yur0BFbbRyx7G3CojNzQwu89EeW5VtBJYMSS/8QiRQ+NMv3YbG31ynXiuhX9iGN0BN6oz8RyDzHGXkRfbhO5+nNL2TgqdYTLfO4oWCZKgzjs9Jl7WDho0HSoz9kdbicxU6P+nkfPua2PGg5XAeLBWrkBVb+yGpD++yCWRKVJ6gZBw6/A7gI5EQxIyXFJ6kaRepNHMc9powqhyE3RkYLT2NLlY7cZfu+kHyIpEt300TYISgWza0fFdndViiAkrRVh3iegOEc057/afKoJ2AtXygLYO3KlyKMyoQ0dDlm2pGTZHZmgxV7CEj7YuS0joZZqMHGmjwKGFdpQSVHwDT2pI/eK+OFJprHphJgtJPCdw362dE6giPRIqFZOca5NzQxviCtWnWdaQlkKGqggaEqU0NCfgqwhfBIRuy8eMOcQiFSKWS9h0g/YIvk6ubFMshPAdrUpcF/jV83mxZceKNMi5oQDh0YIsXElVd9+ul85qJUgl6iWgjUQtkVDeOj+dkI8qVfdXSy4kdYSx1kKCqkEmEjAIyMaAZii0auLjSp2ib6HpCl1J9CqJvZak+0qj6FvMVeIvQlk1AAAgAElEQVTkynbQz63KDRMCpKujFQPlnLQURkHgpmSV0K2vWUf8GoVxchJtYJCxP91FaEHRctcsQjYibYPuHywzd+OzaDhcxNvSipBw8o+7GPrnaVY/dWHXYvOls8yPtABLGx6jH7EwF/JMvqCJ2Jhi+PcbGfzwEWxNkGlqQMYiDL3/EKfev4u2gx753R2EfvAwcy+/DL0Mw69vY+CrCwz/XgPF525n6BNn4Z0gpGLzZ+aZfn4rZq4XL6Jj/+BB5FW70UuCkT/oJTauaPjKI8z/0QG8sCC0ZQ/hJQ/vrRfWfCcy76NaG57+jRcQg+9+FJFKIk+dJX0iib51CGkK7Kyk4WcT+LkcanMX2uFhRt6/C6MEKIU0BWO/maGSVmz617Xz4CQUc1ekiY97lBt0pB40hG28d4LhN3Zi5qNUGhSlhijNn74P07bBsrDig5iPn0HEY7R+9iHyt9R8ZRrovHGEE2/vYeCbBbyYhe7wtF26LyTKKQ3PDqGXA15Q510Sa9mh8bCi2BZCGoLYo6fonmnixBszJI420HGvZPRlGYwy2Mv95PokXT8J7hmjf7WX3n94HNHdTnxEZ/mVeyi0Czr+9iArr7ucpe0QGxMU+xJMH9AZ/MgRRt66nei0iZVXjLymjY57S4y+pJXQPJSbgzYtfZ85hYiEGHtVF6XfTzFwc5FCl+LUh3aiU7zoeQ987CRs20z8VI6RlydJH1OEzyyx+ZjDxFv20PGjBaSdRA50weMnsO55HFWp0PojweKNl+OFdSIzCmOlxJmbes+7rw330go8dFjzVDEUhu3THV4ipRewnkZtZAqPuF7CR8MPa6x6IXw0itJGqzoMozR8xDk+PBC47S64MUaLGVZKoaCMIFTQX8sXgfq4Xm4SSE9QkoIpEti6h6V5tFnZjU29Jm/WasdgbT+a7ZGKl9iUnKMnvEDGyP9SsgOgEcwvpRfY1TjFqWwTntSoyCrKg7hg6XjWCzNTjjO3GgsajAJ1p2GAqvGhWzKZy8XwpcZyKAxs8ImsxrvxBErq1WOyxlvCUGgRj1isTEs8T0OoQNIsEdZdHGmQ9yxWw2EmjSSrhRBuxcDzNLLlEAuVGBHNeVqVHgQJQNaLMFtJMJLP4FTM6nUoq2okFRhQ1kz41t+PNuo27FXbdEjqBHVBNYGql/VYU+xRzXVqJawqAiYkQQ+26htqfeKWCpE6wtkWyqILudY4lSApLEqL2UqcqXySimOgKjp6TsePBpwgUS25KSNQp7kJudZj7deQsAwgLJPsgKDxcZ9Ci86pG1vo/X4Z/ewMk68dwo3D7GVROr50HNnbRtv90QtOdmoRfsUsxe+2wIuCxTYarlywNN2birC0VRCZt+j8zgRz13UAkL9uC0oTxI8sMn1dBu+lGQa/tMT4SzPEJiSx5kZSJyX5Lo3mRyW5LWnSx2C1x6DQEqAChWYduztNoVPR/OlHsYb68a7YxcLOCPGRoBybPFPi7Hv30HNbiaWtYZTOBSc7APLNC4i3wuBf5Bj++/O3kzhf9H/Yo3TdTnLdBokRl0pKwz9+Guf6RgptOqVMB9G5VgqtOs6Vu2l5wEcomH1eJ25MIC0wSnD6tWtjaHxc4YYFs5eZ9Ny6SrElQebwMqOv7iI+qmi+Z4bTf9hC29ePw6YBTr2xmfZ7ffLtOmbPVozXzQHnmuhlvxCilVlGi61IW2Fmgx5iTjFG6cqNSdO1ozGavv44Mp9n+h0HiExpSENhHhnFH9hCZNZlaYtN7qatxEcl1orG8q4UShf0fmseJmfxdvSTGBbYi2UAYqOK0bftIH1Ksjyk4cUVoTkwervJdQu6fuLgJHSKjTotD0lobaLhmE/0lkfRGzMkTmaYvC5FcljixAU9311lfn+C4XcMMvChQ3R+ZoXFG7ajLxXout1kYYdNx0emOf2ptqeZ7VrE7ogiYlGU6zH6Ow0ICY33zQaOyg8cpe3uBNPXNtL60yXGX5TBvHI/1qoi/fVH0NMpcj3gxkw0F2avzND5kyK87zzHeSMnp8aHqMP1GghTEgo7tJhZQsJFQ56D7tRCF7L+CgmXhFaixcziKp0VN8ysm6Aog7YHT+a0C9STndPLDRTyocA5t1ZWq0nD10twZbAolQo2s/k4I/kGRssbfCKR657g1ymN0BV2yKUxUqArtEyLkSWulerH4cleIeGyKTpDxHQouSanVpuYd+JUpImPeMrSW62Uk/NDzFYSzBQSlAr2OT4s9ZJWzdG3rFPM28xm45xd3vjTmDJUPcmtl0qoKsOqEutYrEx7YpWhxDxbYzNsjswyEJqnLzzPQGSBgdg8LbEc0XAFzZBIqVEoW0wWksw7cfJ+qJ74PdXci77NbCXBRCEVJHLOOsPDOrG4qo7TA/TxGUeVaKzMdcgNrDkw1y7V2gNBTaK+3rZBsdZ7bZ15p5SCcsVkqRBhuphgwYmR9cJk/TDLXoSsFybv20yXE8wWE6yUQvheIDnXq55LdYPL6hgDFC44Jsqskqx/DXtpTd7QS3gW8u06XpTAqj/v4Pe14oeh4+4i5QbFyvM24ccs5JsXNrSfyMvOLf9Ew0/vSdL27zabPz2HFxEIpZh5QQeaBz0/LFNo1pm7VGP4D5vo+OYILQ9U0BaWa/RGlq7rY3lrNbH2FbHhLA3fOULbnQs0/2egVAqtSEZfbNL/rTzj7zmA1xjDSVqkTjvEJxzavjdKridE37dXWdoSJjLvY7364jvtrX4SSptbLvpz62PlkgTzu01WByDfYdLyg1Gm3nEZ4QWJ5oGVV4HiqAwdty/hxDWsFY9cH7TfvUL/P43Q8IRCrqMSLW7TKDcI7EVY2RzDSYCXCtH9+WP4tkAUywz8+zzTr9mCn4rQelAyf6lBbNqvJjtPHY2XzTD0f84QXlA0PrBAqXnj363IjEJrzKDt2kqpRdH1pWHm9mpgmSRGKywPWbTdvUhkWpF6Ypm+r85gr0oyjy2zuK+R0oFNmFPLwTP4mUkAmn6xSMc9RUoNgbCo/+YcHZ87hFpcxs5C6NAYyfsnyBwrBA9qcwvM7tc486G9LF7Xizx8gs7b5mm4c4TmLzxMqTOK5kDTo4qz79wNrsvKZigOZTCXyxS6JKpYpP9DF1Y96X3142gezD6vA7c5Tvq4JHVKUhxsYPKaMOXrd5LdGkevKLKXpOj+3jylZkWxVeBetZ3K1g467nFwEuCHgm2O/Mb/Bz48ypZrSiUIpLWWTyJcJqUX6wv6hYQpfOJ6mSUnynghzVgpzbIbpSJN9CfxwXeVzngpzdmVBpbmE8hVs04eFaZEhHyEVeXv1GTgVsDrUBWd5dUIZ5YzPLF04Vno+hC1tgI1Lo8RdHjXQh7RkEPGLpI2CnXzvKc7Dhm9gKX55Eo2p8ZbOJNrYNmNUJEmsopwrQ8fgSsNcn6IRTfKRCHFciGMqui/LMmvJYFVczxZMCmvhFhZjG1o7gAypM5FTaoEZmUHai3NkMRDFToiWfrC83RaS7SYWZJ6gYxeoMXM0mGv0BLKEbMdNC3o9F0pW8xm44wXUsw7ccrSxJXGL81fKq0+9/FCiulcnMJqKCBPi6riqyqPV4aslxrPSUKeCXFXV/VrStXKQ1UJeg3VqSdFenWfNVSsximqOUH7QdKjlEAI8D2dQtFmJhtnqpBkupxkrhJntvpacGJMFlLMF6I4jhFstsrT0aoeQyri1blMZrKCVq72t6u9fg1VWnZW0fafJ0ie8ej4+MP0ffIY6IJycxh7WVFptKreUoqJa56Zn0zz+88Fzc+X9HR/Wme1y6A00EDHl45TbNDJd8PyFpi5LEyuH/q+s0rDYcXxP+/GD2koz8OLKgptGukH5+j/+AkyR73Aa+a1aU6+dxvZbWloaQRA6gJ7UUMrOkhTYcytojsSP6Qxfr3F7At7gs++MkGhS2AUNq4WDT0+Tv+HN1Yu15+IkTqSJTIb+CD5FqhElPC8YnlLcK8tNWq0PFhkaRvIiEXjz2aQlkbfzatoM4ucfFsPpQZB/7sfqG+38XGf6LSk7d4gGei8u8z8zjD5a4Zou2uBU2/tAd+n/ZZxxl8Qx7eDHlKRO4+cZ7RrMfKGATQHTr6xAT+s6PrMxRdNOv7JJD7uIWfnmb46heZA9tl9SBNOv3UAN2YERqerBfKdAjU2xck3tRC5+xjDr00jlGJxm4XKF2n++TLZ64YAmL26AT9iYK8opAljL0rgXTrE9O9tp+nhAqNvGKSwqx3x0FFynToiFmPwo8cJzQvio2VGPrSfwmAaZ1Mb4pIBlrYaVNKCxMlV+v7+cbRUMpDRX2WQH4ihNBj9s134yRChg+dfY5q/Fmbm7QcoZ4L7lnl8nIWdgtR3DuPGdXq/vUh4ssDCLkHTVw6ROrzE4r5GpAFd/3IK485HsB47i33wOJoLhQ5J4+cP0nX7+ZOtjZW04JybuKr6gehCXbSTsS4kZpXdvlwOM5OLMxeL0xHJ1mF9qHIbpEXBszm93MhyNhq0Eaj1pNK0oFcR1Fsf1ImhNfmvIZGuRrEQwnEMNqKp8MPVbUkCxU51UdWNwEsmQKVkfW5PN3ddBJwmXZcoTzC6mKHoWnTGVshYRcK6cw6RWypBwbdZciIslqPM5mKUi9ZaiaW68AYVwXVqpbrxnXpGSh1VLWXWeTG1bQsQusQwfMKmG3ClNAdTeMHxEBqyelxiejnoAm9VMM0IvqcjPYEjDKZWE1R8g9VoiIxVqPONpBL4aJR8k6wbrs+9WKgifDV0A22thAPnOCwLT1RLSBucv7aWMGmmRMrq/qqJlJAi6GN2jufOuuNEcE6kHdgboESgsKoOszZcF5vhksV4KIVp+HXrBSEUlYqB7+pIV0cUdfSywIsEEvRan7dgngK3YCLs6jVQc79+5tzKX7lwI6AqDtFTSxSev4vI7YdZ2B10vjZKYK76pI/rhJY8jOIzUxp5KZvQf8Qp/+5aP6cnS3pyRzOYC0u03jyGzOagpwMnKWg96DFzuU7ytM9iSEcruSS+ej+V1AEiI1lyzx4kc0SR/vFJVHsT2edtItuvUUkr9DI0PxbYIYy8OmhvUc4INAdym1IIX3Dij1uwFzV6vzFHz0qcuT1hmr9xBM3dyvSVAvOOR3D+om9Dcy/v6mbuUovuTxYZe+uFrwO9/6DQC4uIYpn0cYuGwz4cOonSNRpnFlh6z2YaHpeYBQlSMfjBQ4jONk6/vhU/pNj8yRwTrxqg4bAkPlpm8fX769tOHJrHbU8ixmbIPz+NtWqgDIjfP8rZGweCtcvzQSrcqArUe+/Yj/HNC0Or0s+eIXtHK33fKTP5nDAT14YY/Ksphj+cuKDPD7wnz4m3NLP5cwtgGETmJUZJkDy0QLG5hbabhynu6aHQIShtbqHhmMfs67YTnRSMvn0HQx89xvD/3ELLAz5yeRnR3ohZDI59vgta7l5htbuJ9p9VmLvUxppaoX18kRN/0knylCJ81xFm3rSf2KRPfncH0TMrJM/4jD8/jF4WRO54gqk/2k3jIY2uzx/hzDsuQVvOMfrHO0ie9un7yCFEJAwtjSxuDxzIZy6P0PJQCfPHZYZf10DzI5LkwXFW93eReHCC4Td3E5ovUWgN0/5vh2BTL97mLkKLguH37SI2IUj9PIcz1IqVDUwuV/ug+WFJ//se5uy792Plhii2KjZ9doqezx9n5nc2g6ZTaD9/U+wNy9LrSpV1gpWaysZX2gUhPLqQoEBHQxMykI8vRylVLOYLUU7bjURMp+4xU3AtKp7B0ko0aGtQa+FQ69ReXfCFUzWCqyllqqiPYXsYRrAoh8yNPYnUrflrC0e18aOUCl8GLTAuxk9GQ2IIGTgFuxrllRCTFYOVUohMpETIcFFKoGsSQ5MYwg96Z3kmBcdCSg3dkIFSyNFQ1ZYH+KwplHRQlkQLe1i2R9jeGGEbWGuCyZMokETQxsPWPWzNrZLW146FWeUzhYQiZlSIGA6GHiA8ytOQAoqFEJ6n4/g6K6EwId3FkzrOOpy66FrkKlaAckjWZOg188Fawlsru7LOQuAcftPFTp46ilRHkmrHQK9yddTa+1RNil9DnFwt4HzpBOhTVaavOVrdwbtmkOi7gpJtULb9IKGrjX09/0hWVZL6utLdegWZpwXX6zpO0TNCt35FQ/Pg1Pu30fIArHZrzO7bg9IVA588zezLB7DuO0LkOTtY2GnT+osSpes3vi83amDlfFI3LnHqzweJX/LLROaWV47SrEY49dd7EDLD4H8scfL1aTZ/egqnI41v68zv1hj8wgRqJYvR0U7rV4/i7uhn+oBG9+0up/90EwOfOo13aZrefzmDcl2EYXDyHf2kjwpSJ6u8Rxu6vngCv7+dngnI9UYAH3lmDGPcoONolFP/axtdtzs0HLYwers3PPeZyyzsJUAI+v7W59TvxjE6nprE2vz1MEubdRZ3Kbxw4JIeWZDEvvELZt5+gLZPPcTsq7YgXJg5AEP/UURfzOHs2YR5YpLkyWa8iCC3u5XMCZfQRA4MjZUtayjdyTe1EB8V+Pu2ojkQuesIc3t34Xc20f7zMpWMiduWRlmBhcPcG5+FvXhx35Fyo8JYLtHyoIE9W6TU30Df3zuMXx/H2/3knB7z0RipUz6z10aJjwhmn9NE85emSB+cZOKGLpiZRy83g+My/jydTV9c4uQbUvR9z8HZbND5/z6Elkpy6p1biE4JQksOYssgp1+TYujjZwFoeEIx+aJmnARIw6LzU49w4m92E57W2PyPE5x6cweRF+4g361ov20GmYziJcPETywT+8k05Ss2M/623UgdKmmDlVdeQtNjksWrO+j6xGOcfedu5p61i4GvrqKNTdPweIrEwVFip9NwapTF397F4BdnUNEQXlcjM5dprAz00Hq/h7FSJnnGQGtpwknaQYnZgv7vFNBPjHPmbVvp++wwDale9JIk12cS/86jnP3rZ9F3c5bZA0lSx+HUTe30//UjtP1wkuEP7idx5vznakMJj6j2SIKgdQEqgOYdX6/6h1x40iMJyjamkPhSQxUMykWDioyw7AlUJPAVodqfq9aoUkC9pFTzNdH8wHE5YO5XSZwWeCEwbI+GZIGOWJbOyArNZo57uHj4WigRLFY10rKngSPwfUE5YuBIHZ2n9k950mOgBJ6no5WrK3Fep7Bgk4tFEWawUAozSNjCIRfL8DF0H12TZKJFZERQ8QyyuTBuwTyntYHSgvYaZsyhKZ2jL7HEUHSO+zh/JvyU4QmEzprr8Dq5Nwo0LTCSNLRzy5q+EljCpyZCM4WPUX1vrckmJvgVnZKjUSmbZCNhdE3iejqep6HrikioEhhNKoGuS7A9fF0hfYGs6EF7EXeNRC2o9rGqoX21Mt9GYr2Mvu63E/xOaQqxrp1FveWG6aObPqbpUylb+BUd5YqgFKorlBOUSbVKQHgWBJJPpQukFqA/WqHaMqWa2CmDgJ+T8IJmuXk9UGnpCiU1lLFuHPXEvDaHDc79VziMkqLvlgp63kHIGPHhHKdel6Cwv5fmLx9GlsssbDfp+OTDCMsCmja8Ly+ikbpvnMXnD9Bxj0fkH5Yo7usFwEnqpH8+gerpRJ0eYeifZ5i7ppUzr2xg4C8PUr5uD/b4Cl0/0QnddwJ/UzflrS3YP3oEefVO9KJH/7eLzF8axYtJZl4xQK4XMl9b5swH9tD+M49NHx/Fb00z+htBA00noTj5zk0gFO0/k6wM6vR8d4GRd+2j6TGPhR0GTY9I3LhBwyPLlPsbgeWnnN/5IjynyBwto+cdtPEZNr13hMXf3snyVui9rYyRrTC/N4lZVMzth/g9Jyk2bca3BX4ISs2SXJ8gdW8zzQ+VmP6TfbTfsUTrN+ZYeOlmJq5P0nmHYHFHGLVziPYfTHDmDzoxSjqZrz6C8n3G/mo/LQ+u3XfSR6HhSw9Q+M296BUJA12EFgnKmT98BF62j8WdEaxVRXhW0PBEEeGri9IaxUdgeVcKo6xYvjqJb0PXt5fwojHU2ShGQRAfVeQ7BJnjPtIULA9BeLaC5llMX6Gz6ROjnHrPLoyioOGIj4jHaPz3hylevwszp6FMnaZHwAvr+CEY/8t9uLFgjbGyirMvDbHpb85gFDKceVM/ALGxEolhHx47zvSf7IdNvSSGA5XEwrM70CqCxAMTmKutjLy6Ay+iGPjyPG5TDCuXxJ4r0XbQRy+4TF6boNykUJpGy8EVKldsRfOg4UGJDBuItmYSTyyiEjG8RAgrmSDXJWjQdbJbk6QeX6bvu4LVgTDh2w8hEgmMdJhTN7XTeEhhFkzCC4rJa2JEtmyh454yy8/tJ9uvEZkOiOGnP7QXa1Uw/ZwkoUVFw8FZVra0MPK/9qA5gSq1+a6p856rjSE85/jwBE+xyhesFgKl1UVtSmmUpUnJN4MUwVBVS36FMFhr1yCr+7IldrKMYQQdo31fw/O0AOYvG4iKhqcFJ1VaChWWhFJl+hoXuabxFFtDk3QYK8Q1l3u48qKnHhjuCZAqeFpf1yJAbcBLBsCRetAaQYGy14jG+CIomeiKeLJEX3qJSxLTJI21fmOm8Cgrk2UvyqGVTkZX0mSXo8iijuZoKAFWukxf0yI7UlPsiIyzzZ7iPvY//cCeJDSXAI0yquUtL/DfUUJBlTi2vo1HrbxnrWsXUpYmRd+i6Fk4ng6ehnCrn6omJNIPiMmiSrK1Qy7pWJG9jeOE9YAfVZEGBc8+x8SxtBJCadq6thLr0KhagrbBBpqioqMMGXQfr5ko1sZc5THpIY9IpELUdjA1ian7mJqPpftUPIOCa1F0TEoVi/KqDVqAQgovSNCkBipcRRLNgJcmq8RnZSi0mIsdcjEMn0wkcNNdLoYpV0w8R0fpYo1YX/3M2snb+Nx/laPUpJEdCNP/hVlmfydB7LvD9H9zK8ZKkRMf2sGmdz9G5+ceZ+mVe5Am2Fw8abcWoUUXVSoRm3RQmmD89UN0ffEE06/eTGzKRxWLrFzRSbgjiXXfERKjGRr/7RDeNZeieZJTb2gmcwRCA12oR44S2n0JWlMD0/vChBYVpWZBdFKSPCEotgmGvrTI0m9fyuDfHsff3EVhZweT1xoM/e8n4H2QOapwIwKlC0JzFSJpHSZmsLKNRMZydI8LJp+bouvmcU69pRO9JNiopCHfBU0POZx+VQKzkKT9p2WkAZs+NYbfmgalaLljkmffciz4wPUA4+ds457f2onM5UEp4uM+YmSK8uWbaHhsBXanQCnabh1n4oZuVKFEzw9yjL0gjn7DpZTTGuE5dY5EPDbt4V++nfBshYlrI/TcO0nz4yfQkwkWf3c/ds5nZYui6WHovG2Bk2/IMPCfBRKvXGD1Pxufds7uV1qQSUHDwWmUbTK/p5GBvz+Ou72XyLTAWlUYFUnqoRlW3tBG7MdP8Jz7q2ToV6+b97/vIbQgKLZLcp060YkGxv6wl9SwpOf7OYo9UeIjZfQHj9HCTpykjm8KlrZDqUWw6XPTLL9oKz3/53FG/mwHAOb0Cso0mL3xWXTcNgfTc7QAU8/NgAjK4Kdv6iFzTOJFFQMfO4Fqa2bmQITCTevtJS0gUH6ttMDKgTCg2PKReRYuayTXG2ZhZ4T+dx3E6O0m32mzelU/DUd9hv+wCSMvWNyRYfCfp0g9eISxd+6n55YltJ8fJrF5P8kTq5TaokTmfdLHHKaujiBNm+Wtir5byrgxg9UhnaG/O8HK8zbhhgVOTLBwZQu9t5ZBKcyZLGgap97Uft7ztTGEx6fuwyOUAEdAWcddtvhu+26uyxwnY+QJ4T4pyrMmtdWY9+KcKrUwvNJIfjW81o/LF4iShp4L+pUoA/zWCj1ti/xZ7+30mkuEhM+KtJj344w4Tfx0eYgjc63kp2MBt8iUGFGXV256hFcnH2SrVWsdb1VfGwhNVVsYiDVSLIAUFJbDnNYbmU0mMde5S//XY7B+/mNOI9OFBG7ZAFuhwj667aMbProuycSK7Gsa43nJJ9hlLdCk2xjo6Ossrn0lqSiPidQDPF5p4/78AHdPDbG4FEOVdV46+AR/1PhTmjRBTLMxxQbnDvgReU5JqFY+EpqguXGVzvgKraEccb1MWZr4Qgt4PEIFiR1BgltrcSEEwfmuaOhZAxmRQVIpQXkaIuqSSRe4ruMk18aPcZm9jCk0NAJOkKskBSV5wmngYGGQn80PMD6fxs3aAWJWbYGiNAWWxAh5hMIbLOnVSkP1zIwg8TEUoXiFhniB3sQSKbNE1KjUkz1NqLVyLxpSCVbcCD8d7aeSt1Gawk9KKARfRxX264m+cjRE2MeKODQn81zVfJpnx0+wx16iIBXz0mbEbeTWxV08Md/GylIMhUSZBNdm1WhQjwTzjoUurpvx/x+i+dESuU4bVS7Te1uZ4kt2U0noOLEom7+wCNEI42/YQte/DzPxukEyH4hR+MDFy4sLt7Ri6Q7lvf0UWkyWt0L/t1ZBaLTfOoGyLZwdvSSGc1z7rzVi7b3Vf38KwK3vv47pAxqR+SjlrZeR69bo/vwUoUUVSK/14JJru22CmRd24h85QWauiaWXbKbhngnEQzOY+/ajuoMbf3TKwXzgOKsv3YnSBJl/OYh3xS4K7Qoxs8jY6wcx8zB7fSd6WdD3lRmKDzbgve3CZekA5scyDDx0gpN/tYnkSUgNV5i+IkTPp57A39zDtV+8/4K2c803D1d/muPW91/HyNu20/dvY5x5QzfJ05KZK5OYuQSROYmzvQu94NL77UVO/X6G/ncdZPQDB+j71jL8P8FWFi8xaftZGT1bIn3CZvTtO2h6zKOc1pEGLA8abPnoaYq7uykMpJBNDqf+2AQGYRbaW1aecqxTsyl4boX4YyHGfrud9EmP3vfcT+Elz2JuT0A0brtzgeXdDUy/oI03vOwn8LKnmPfXHqn/fPvbrmb0RXHio4r0vSOceVM/TlIy9BWPybfupftbU6y+oI1cLySHYWWLROSLrPZquK/eTmOW2osAACAASURBVOddJfgALFzdTubQCpmjZSZf2IxeaaL5Cw9T+IMUSMHmT4wz+tpuEjc/hF7Zi+zv4OSfmNSSm6eL4++K0/QTWNwpGPzqCrNvPkDrT5dI33aMymsuCfqd6SBthW+BNzKGFouhdLjth1+rbuXh+vZ2f+R/QJdB920r+FELoxRi5MU24TnBwFeXyT17CCvr49kGbXfNo2wT9cRJKtdfytQr26ikFVb2/IDDxhCeGhEY1vg8VcTn1GJgIjgUm6PbWqTByJ8jUffrXjoG426GI/kOHpvvYGkliipXawLrJOUypJBW0Iy0p3WJA41n2WbNkdSCv0dEhbhwadAKyJSGJzUOlSy8ooEe9ulvWeDSyCjtxn8Pli+cqtNwrV9TKSihCD+A1LJmhLvmN/GszChbwlOk9OKTuuZKNCbdNPct9rOQjaEqerCEOho+IIQiGq7QGV/hWbGzDJmLZDTrl5IdAF1o2Bi06D6+NYMfE5xONFJyTIrYNFs5MhpENBNTPDNSZo0ftL40pKpKqMZIgeZQnrDuVD1j7Goj2DXFnasCJ2GtyuOJh8uUyya+oyHVuftQMZ9EosRlLaMciA0zZC4S08Jo6+oytlDYymfIXMSJ6LgNOq6vM62SeLWktmodIDSF0CRha4OtRar8mjpyZCiE7WOGPBriBdpj2TrR+r8qDGtJj45EF5AwSvQ3LXJaNeLkLFRFO7fXWPWaQgM95tKRyXJV02mujJ5ki7VMUrOJCJ+QqBASs0zEJyj7JselRrFo45eNgFRfRR+lJ3BdHdf89XNaxleYJcXYTVuwl4PEofNfjzP9qi1MX9NA67+OkzzrU9zXQ/qEh75UoPStFsI3XDjSE/nrOGbCYX63hdTBSSrs5YDsNfuKQaQhCK1IMveO8+zbTj7ldl7613fy+dufy9TVBj0/KLG4I8zpv9hCaF6QPOshzcDgc/HqDlrummPkPVdg5qHlwSLKcSi/4FJ6blnhzKuCrtET19l0soVCi8bS1ggNrZeR69RJnlIITcMLQ/dnj7D00q30/M3DZF9+KbHxEt4/N8EbL8yrK3tHK+4V0D/WwND7DrP60p1MH7Dp+9cRTrzvEsIzG7vm4nceZ+7SS0BKer6/yupgDKOgyPcIzJzALBnMXm/Ter/Pps9McurDlzP4sYDkWwsrq1jZEsMoR4l/91FKjXtwYhrpY3lKLWGabj7O1Ou2Iy3IHPvlB6Gp2RRwbuJT+10tzJwiOuszd6mBf9nlJE8GvLGeTx9h4eWXkBwu8fJ3//yC5/28T/yUL37vepyEQKXiRGYUvi3Qzk7RPb3E6Ot6ceOK1HFo/OqjxK7dgb+8QvcPlhGjUyz+xiUANN4zgd+YYOK6MP1fmgpaNrxqD10/9ihnDM7+QTdWFuRl29E8VU12Li7mr6+w6ZMOfsSi9Y5Zxl/eir2SCQjTXz5GunE7qRNFzPEF6Oli6sWdHHvzp590W4+969O8+Lm/gzwzxswf76XYLtn0xUVWt6ZZ2ZbENwXp6RL5doNyR4Lw8RlOv3c/vR96AGPrfrr+7mG0ng744FOPd2Oy9Fq3cEG9aWLt9/lCiBNLTRzLtXK63Mykm2beS7DiR8n5YXIyzJIfqyc7Tyy1sjAXyMtFWQsIx07AxVFa4CWiJ11am7LsykyyNzpCm26R1ELENYuMZtFuCHqMEpeEJtgSn6UhlUcL+dghh+2pKXqNRWLiwkzAni6EK9ZaA6hgUdI8EcgG/UD6Pp1NMFJsYNpNU5R2dZE3kGi4yqCsTFb9EGdKTZyZb8DJW2sqmppcGQhbLh2hFYasGZo0QUSzfinZqYUuNGLCplWHLdYs3dFlkpEShumT1IuEhI72DHrF1kNW+UHrzjuGQo+5NIXyxI0ytuYhERSlRc4PUZQWRWmTk7WfLXQkUcMhHSph224g8zarXJuqZEkPebQlVtkfP81mc4423cIUQcJXe5lCJ6JZtOgGQ+YCu6OjdMeXiUQq9dYiNcsChELXFZnwxbuBAvUyUb1ipysMyycZK9EcydFs5wnrbjXJU7/UKmX972zNoze2RCJaDmwUVI1UXRsr9WOh6ZKmcJ790dNssZZp08PYwiSmhcjoNu26z+bQFH3RRTKREqbpV+Xwokrk1lCOjlsxKFU2ju79qoY1PI00BB135sj1QXRKMv6GLbTds0h01sfbs4nlIR1pCmJH58htb8RJChJ/dmEPB7OHW5i/NIo9V6LjYw8Rnlds+vhZyo0KN2HR+qMJzKLCLMjzJju1eNPz7iAyLTDmcwz+xxKtB33i4z6aqyhlNJI/Okb6u0dA12h+2MVJwcR1Efz5RZyYzvSzU/R9J2ggaa0IjJ8/Qa4vuKasVZ/Om0eJzXgoz8degcreQRp+chat//+S955hkl3Vuf9vn1C5uqpzzmHyjCZrhEBISEISIkmARA7GGWP7cmUMfzDB9wIGY3DEYAwGLBAiWQgJkISkkZUnjyb1TOccqit0xVMn7PvhVFX3CKXpsT/4z3qeevqZnq5Te59z6uy13/Wu9+3AiCgkB4IEJ3K/trA/bwj32We0VDHy0W2ExrJ0f2uc1L521v39NO949/0v7TjPiiv+c4bwGIy8vwtxYgjTL8h0CGyvpPZEkdC5VGnDLRl5VxuNTzmkX9aNZ3llQ9Pw0yHqfjVOcLqA+bLNpLsgNGPg6AqhYzMMfXQTWkHS+stF/BPPL0Y7Mx+tvJ4d8ZcbSMXt+Ov4pYEn49D2QBoa6kiuB8/0hXOiev/6DNl2ydhN9STXS2qfkdiJFE4iiZ4G/7wrtLj49u14f36A3PXbyHaFyV86QK7ZXUuym5oYemuY7jsXmbm+hbFbm5GKIHB8ikK1Qtcds+RaJVNXBph809rV98/+kQej1svgHzQQmnKIDhl0/0eG2fduoeZ7h1naEiC3qZnJm9s48rHnTnbKce+vfkDh6q00HsrjXVKQY1OYAYWFXa7WztSVIWy/wH96FoDGgxbmFduoPmOSfMsOYi9resHjr20FVKk8kBWztOMtGSU6jiCVDjCcqOVoso2T2VaGCw2MG3XMmNXMmFFGjXqeSbdxdLGV+fkoSlJDzaqoOQU9raBlXasCVBA+m3AoT28kxsbADP2eBbxCQxcqXqETUDwEhIeI4qFezdLmidMUTKOqDh7NZmNghvDFmIU+K8pt8EgQJTsFRy/xhUqO4JalMJ8PM16oJWkHSDs+ClIn63gpSJ2kHWTWrOZcpgEj7keUSKlyVQeNAEJ6kQZPmqhSRH+eROe8yyIUvEIjWlKSjngLaLqNLmxM+V/D3XB9VARlIW2puChHfXWaiJ53rUFKVhEFR8eQGhnb5yY+9vleXn7V1S3yeUwU3VnptpIusuH3F+kKxVnvnaVelXjF8wOSfuGhXpV06TGafSkC5U40y13wRYlrpesWrYE1qmybpe6/EgFaaA5en0lDMEO9L0NQMyrJzkuJoGoQ9efx+k0XgTJdHy5vwISy1lWpHd2vmjSpy4RLSV45NFQCQqdJXabZkyTkMVAU12YCIRFFgVJQEAUFmdMoZH/zEp751/aQaVaYvzRM3+dOEdsmaH1oGTvongvt4BkcHeZ3qUy9toX53Qodd05CPEXVW194sUrsb6JqCJq/f4apV0dQ25qpO5bB7Gqkdb9NtllH5grEN4FR9dLR1eCsDfEkIpnG9goCcwaBc0uEZm0WbtkEjgMLSyzs1On41BNYQYl9xTZCk3mavnqIYq3bkNF2zwL5V1/C+i9OUH/UYvx6jWJXPfkaDRybumMGZljFaarFrg5QPVig9p5BHL/7XXuxpEf/ci3t3zxH2/48+iPPUH1aku0IYDfXsNypku9veMH3v1jUfuNJPMsw+cc78KUcun8Qx5MUpNt0pq6rxb8oCJ5eQM/gdhfde4yRm3wrBzCLzL2mk/gGP4vb3fJIrsGD8vRJ0jtaaDjoUDVeZOqGeobe9eKcneeL+HqNYsR9xhRqFNTRORauaCA4JXjFT09d8PGueGQKpQjCgXWfOk3kXIal9+7BuHwj/rhD6w9HMEOC+tuPMPrZfYT2nyNfq+Kby1KodZ8/yx0a/R87SmxPHfVHsrQ9mKXmcAJZE6HlrjHO/XYTtkfSdcfsmuddmf8GDf+8Qs2jU6j7jzH56jBmCIwrt+KPOwTOLhKafmlrUHy9jjAdrIAkdus2IsM51n9pCoBCvYM/5jD4px2c/UAHhWqVsRt1PMki1SdSmKH/jpKW7XYrlRc+6ZMV80THVBCqJJPzUbQ05jOuAJFlq5iWWvEMsm0FI+tB5t1SjiuW5nKBK629lkBK8OoW3YElej3z1CsWqvCdNxwFgS5UokqRLk+MzZEZhuO1eHWLJj1JQPC8yMiFxnlqtY6L7EhRan8vcUSqwznCusuVmDcjqMJBQaIrFk7JHmCpGCJreqjYU0Cl/CB0B023CeqGq2WDfMnojCoEPiHwKiaKcJMvGwUTWdLBubiS1nkkWAAFNI9Nc3AZ/TnsRMrlvOeSM9OFjV81CXpM0pqNI7WKuzi6W3ryK0U8OOglROf5wkV7FMLCdD3WTLekUy6POTkN4XPlCDr8cabWwuEqJzKl0pa03fGEdOM5y1gvFIqQKEi8qoWm2RUkSjEUjPmA+51QXE6XrttooswHeu4vtIpExUWPbFtxO/ssZcVXzXET1UrZ+DcofHGH4Kxk+pUK0+/dRMtjFsNvCdP/zRi2N4jS3EjHpx8n8+a9+BdNtH8+ycQHd1KMSJqfsLD+XWVxB6gFQefPC2iHz7J8w2YybSqNzxgk1ntxulvo+GmM5e1NLOxUCI9C3b8dIPeu3TiJBK2P2NzwmYde8phf+8kH+eZPrqb9/gKRx8eZeWMPxUiA9vtSzFxeRd2Gbub2VGHUOhjX76LrrhxWWGf65T56RquZ2+3e3yKTI/jYEmc+vo7+29Os//IyGEWWX9VL4R3rafq7J/Cu74NYEmddK+Ov8VHTOcDCNSvlnRdMet5qs344TK7BQ6SzleQ6QecnnmL5lr144xL/8NpUq8sx9ulL6fm8a7mghELYW3sJTTmkehW6vzdHobuGsVtb6fi7Ywx/ZCuOXkvv/34S/tR9f27fAPXfOICyrhc5PI7SWE9yTwv2y7ZQDClE7zzM/O/uomrcJrN17Rvj3MYC2oyXyVd5CY8DkRC1X3+SxLsuXfMxtayg/b4U5uZu9IU0DT+axNzWw+J2nfm9XQx8M07i5kvo+YtD4PdhBgVDb4uglGh6mS6IXLGZ+oenmL2hjWwrtD6ik+zRaXpE0n1XjsVLgiy8sgm4OG5f2y/jmDUB7Nk55j+wl9ZH8ij/eZzU23ZTqFGo+s88yd6XtoYZ1RLFdPAvuqjK+A0Bmp70YgUEdUchcvdxjKqtNNx+nNE/20b7Axb5Jh+Wz09o9oWFM9fmll62byhrg6x+BlsK0hZYRZVc1ksyFSSRCLG8FCS/GCAbC5CN+ymkvMiCWuEpSIUV1/UyemThllCEJKLmiSp5wsqv52jlhTAgBFElR6O+jKasIA02LrH3vyIcn7MiLLcKkZEeV2lY0228qo1Pc788CStAwgyQsv2kShYBCTPAsuXFsEpzKZ+/8uGERCnp7riE35c+PqWUGpXb4h1bxXB0ClJiyrWrqK7MU5aSvpXfqZpDrTf3nAnPC461VNrxapZbhil3UakSobkdTpry0q+bjoqnlBjIcrdcibTMqu65CzUorYR0EZ5KSbM0tNVlrAsJR4pKC78oubwLC9SsW9JFAeG18WgWumKX3NLP/wwHiSEtko6fmBViKR/ALGpuWbSEarmdhaycj9+wMIMKts8tPVefMfHdc4jWhyyYnqf6UIzY5S2o/T1EjiyQ7vAy/pGdeBMuAXJxm066XaHzXpO+vx1GffIkoqOFxDqV1n8/h3chS/Ptp1naGia1qZrAVI7evz5D44OzTN62h4ZfTaF2tLHceeF7y96vTZDq9TH0gW5qTxeoP2oyfEsVgRmBOpdANSXVpwTeXxwm1+LD+8gJ6k7YxK7uJjzpXvCpN3dhbexk4GPHGb8xgl0fobCxjdZHCjQ/nkbd0M/MNfXEXtPH+I1+WvZb1D48+SIjOz8ym+owIgrpLQ34FwRqOExwqoCQkNl8cXYTvXfEyVyzEWXbBkY+vJnF7QEKtW4jy+QbmjCiGp13xZh77zZ8S4LeH2ZYvnVv5f1GVEVs7MNoCpF/1RbO/X4bhWoF7cAgke8dYPSTO9HTkqqHzl3UOAGC04LuTx6gWCVwokFmbtt3UTIQHffEsf062TYfzugk6B48YzH6vz5PcFJh4sYaPBkHadvMvGcz4Wmbpicder/oIkr+OYH/ibPEX9aKYkLvdxbJNurUnDGYuboObWGZwKJNvuHi+a0jb6lm8hovzu5NAOhHhlFDQdLtCi2/XIB8AW8K/mqp/wWPc8MrbyYwI8h0Bmj6ykFsL3R97AkyrSrFCETPZJj9rW3kmgXZazYhJCxt0kl1q3jSDgs7XvgBt+bHnyjRBGzPyg6y7B2EI3AsBVl+lT2edAfhWXmhucmD1Fx1UNUQqAWBYgiUMmnTEdiOUvGWsl9A36ZE+8WUKkVLJWd4mDRrSTsKzgXo4rzgvANWpetHehx3HVUAj4NQHdcI0lk5rUXHJelaTsnd3dEwHA3LedZOW5b5UCt2A+VQcJGblxrl82A5ClJC2vaRdRRs5MUnfl7bnXe5vbl0Wv3qhXU+lZMDB+EqTqtORbW6nEg6UmCVrv2zF/oXChUHTXVtRqTfRvpsl88jwDA1RnNra7wtl/Moq1iX58LKeC8kyn+vqQ6ax3K/C0pJSLAk96DoDrpaJnyrv3b/m9ImLR2Giw2cXG5mbjGCk9UoG/pWGgqkWzJVA2uv1f9PDcWS+JZMGp92mLxWZfjzu9HTJkMf3URqWx2JTYCiMP7mZrS8gy8GhTpBx3fHaP/iIcwqSarHQ+y6XoY+s5Nz76mjWO0wf1MfdtjH/JvXo+UlkfvP4Pg1pGEwcVMLnV87g9FTz9RrW2h87MLLqLJQIDRjomUEeqKAYkv6/vIE4Wmbod/tIF8naHhkkbkP7iXTqrJ0y3aqnhin5sfHqXvE9VPKtkqkgPQNW7D9kolXVzHzCi9Kwcao9TH++jpa7xwmOpgjegY8yyb23IW15ZsBhUwHzO9R8KQks+/azPgNfvINAke/uMXU8WjE16k4HpWmp2yavnGUpq8eQsu5GkNVp5IMvr+GyLBJ49M58o1+vMmVjVfVHU9x7p3VZFo8ZBs1/HOC5T4ovHwjS7+1h/rDDjV3HGb+5nUXNU6AyIjJ2Mf3oKclQ7eGaP/aSaKDa+MLAoy/vobZywM4GhSv2MLS9X3MvbqNsVubaH0gTmTYwQwoTHx8L5ERi3y1QrpNJXOFO5fokEV+3wDVT8/T8EScXE81NT84gpCS5q8fxRmfxogodH17/KLn3vtvc65AYa2X5v0J19m8sY7a0xaTr2/AMQwan3R5Zc+X9FzfdxnTNzTS9Egc/3yRpXfupGrMwrpqJ8WIoOaUg1nlITzlXl8pBF2fP0rHnVO03T6E/xeH6f3WC9+7ayMtlxZ5Wd49r7qnhSUQBRUKKrL0oqBCQXF/n9UgrUNSR2Q1t+tJuqUS2+9gBRwcb4kPpLkJ1HLWx6FUJ6eMVqYszkMqbOlgShtT2sQdhzPFZh6MrcMsapimymOJPgbNBmJ2/r8E5ZEFlYoBZEEtdewARaVS4tAr6JJAYYW46khRSn5c5WB79QJZankWlgBDxcjrJIwAKTuAKcF+iQu+g4OJJGX7yRS9OEWV8UINi06AnGNffOLniJWO7LKdg4Sk6b9gDSZHCkxHpWDpmKbmnsgS0VbaCoWiTtwMsmiHyUrnRa+fi3R4yNheipaKLBOrJZVEPF/QORNf465TKZVePa4eVLmr6kKRnXKUW9Qt29WRQpaUkzUqqsp2XiNX1IkXA4yZ9YxbOrNWhpSTJ2ZnmbJNThVreSbXxniqBietu6R/S7j8Jelyj8rWF3b6wjsx/qdHYN5EffgICzsVFFPQ/+/LaMeG6fn4IUJ3Pkn/P06SvMTlb/hjJg3/8Ditn3schMDevYHwKDT9dIS6nw0y8LlB+j97ioGvzBMZNdESORofXsDRBef+fCNGtc7kBy8h3+xAQy2eE5N40pJ8W5Cv3/vSJZz337wVEQ6R6PcQHXbIdobItOgokSqyjSqt+4uYEcnS3nr0rMT2QbFKYKxrYeKD28itd+/x/u8kyLb6mNsn6P/qDN3fngAH9MkYi9t0bL9k4foe5vcGqf/FCNozI5Vd+kuN6Kllev91ipZHLKQKTd88RtfPcjQ9kccbvzj+pFIo4o9Jhm4NYnsFwx/fhvB4kBr0fmuOidfVsP5vp/H+/ABaMs/itvORNOO6XfhigkKdoO77x/EmXcmLYkQj0w5VD5/D2bWBqvGL53nm6jW6fxSnGBF4Ugqpazcw+obAi7/xeaLzC4fp+JczRL9/mInrdWwvNDyZQC3A1LU1VD89ixkQBKcl8Q0auRZBMQJavtQR7RNoBZvY5U2MvrmWwHCc6T/YgR7LMflHlzB52y5qv/4Eg3/SftFzH3lnM4oJU1cpKAsJnICO1VDlktmjkrnf2YmSXml3f3bS81dL/WSu20LzVw6R664CBRrum2DuUh2laNP+L6fxLxaZusqDN2HS860pEgMqy6/ZQuLSFs7e1sPi+3az+PIXfravDeEpO3GXd6KrEx/BSqv6s9VdS10noihQC4rb2bQKai+jPavLW8IWFPM6w4k6TuZaGbOqyckihjQxpEleFsk4BimnyLBZzTPZNiaTUSzT7Uo5HWvkiUwfg2YVy04BQ5oXl/iUFXalSyiDkvZgUQFL4NgKpqOQs1zfr3L5xEapoDuGo1F0NCxbpeKiXQ5HVIw+F9Ihxgu1xB0PhrRe0rgL0iLpwIwRZbngBVMwlq7ljNHCjO0hVToHa47VZcfSvx1bYSEfviCEY7U3Vrboccswpqh0qVFUyOa8zGQjDBcbiDsaefn8KFLOKbLoSMbMOmbzEfIFfcXQszQu6QgsQyOeXJt5qtudyEoHlTwfibuQcNErt4XetFUca8XtvWzM63pzKRQKOvO5MIcznezPrueXuR5+mWvigVwbD2YH+NXyRo7FW0ksB1ZI9eCSoMvfcAVwQM385tW0vBMJEu+6lPYHDPo/e4b41gjjH9zC0Gd3MP3nlzFxawfRwws0HC4yu8/H0N9cyvLbLgVdI77RT+OPz7L46h7mb16HuaEDJ5sns6ke37EJ0uurIZ4k+p0nUYsQenSYmjMWkbMCJ+gl9po+qs/kiG/Q6P+b4Zc8ZqfKz9hbW8k3gGo4LOxUydcLZl/bQfNDMeZ3e13kJ+fQ8P2TREZsmv/tGcZe46XxgEHgmFuWGn9tDZGTSTxxBScSJPbKdjo+/TjDv9OBWoDer44TnjZp+vLjJF7ZjexqIdNxYQr0YnKOmde0Ezw6SaFWoNRUo4/MEdvqJ9l3cd2xYzfX0/DDM9QfgsB0gcYDDrE3b6b2GZOzv9uENy7J9zegrusjtrsGf0wye9lK0hN4bBCjRiJsKF66Hk/aof9bMUJjWbcsLwTJPj+zL7v4jYAn4zB7RQ2WH1ofyZOvEQx8ZZpHXrvhgo/17e9dw9if7WDotnXM/d4uwiMKnrRk5lU12D7QCpDvr6d6qECmXdD8eI62X2Uxqh1m97n8rar7TjNzmZ/4FknHp59i6H0NND6dY3l9FLUIxagk+c59hMcu/pngX4TuHy+jZwTpvR2oGQPbp1KoVun51GFavnWCydc28KO/Xkn6/2qpv/La/8bNpLpV7Es3kurSUB45ihMNo+XBqPPg5HJ4z81TslZk+nVt5Bsdqk6niF0iqBoWNP10pPL/zxdr1+EpRcVMsiTfL3Vnxc9HAF4bIdzFRppixeSx7ANUlr93QFDakdpUvLCkJZB51z9rMNxIqzfBNk8Ms5Rt5KSkIAUFqfF0rpeTqWYKhu76FlmCpBXiKX8XAaVItOoILVqRiOJBXWOuV+YcVRAu3LEqpsDRFKyiSqbgRRUSTTgV80sF6ZaypELBdr2wDEs9v71bcUsQoiigoLDsDXAuXM9YpI6oMkNAsV9w3Ka0STs2I2YtY5kashkf2IKpZIRD4U58oojKNI3q2glqQpGuf5VY6SqzbYX5dJj1EfWCeDxFRyNjeskWPNh51U0ay9OzwVz2MOWJcDzcRru+RL2yQOh5pp+RJmNmlEPZLiaTUcysZ6XjC1yFYQmyqGLn1wizlxIdYQqQKlJzSeGGo1bQrTIv56WE4WgYtoZtu91ZKNJFd+QKT0hYAjOvM5es4im7C1hpb9dVG9NWSeV9pFIBZF4FXVY2CooBtt+hTAIThoK61rn/D47JNzTRdn+SXFuIsY+uZ91XZqmuDpLtCBHb5v5NckcDVT86SFtqI/N7QniWLczmKNHhIolr+5EqhGZspq8M0DXfRmKdRuh0mMVtKvnaAXJNgurTDkh3cbV8AiVvUvfzYWQ6g2/9NsZ/q49f/V4Lr/rnF9Zk2X/LdiZurqLtwRypHj9SFdQfdVjYruBNAgtLdH4thrWuHW0pi5SSQkTBf0kfnb8o4j00ROx1rhZL/XGLsZtq6P7yCWhvJrkOautqsT0QnHdYemUH0TNpsjftJXzHk+Rv2E1yQKH/Kxbnfv/Fl4f1n88iQkFa7p7g3B930/e5k8jGejLrW2j4pydQNw7wQ+dq3vSnD1zwddt/6w46Amnsde1EvneA2T/dS75e0v+FQQY/NoCWg9SAJDWgEx1027cjZ106RDlETRRfTJBtkbTcPkriLevINtbjSUv6/mEUQkEcHUITYM/5SO19aaJ7z46OO1U8SYPwYIHZK2vQZ1IEazxYE9MoWy+8XBaYldQ/Os/cqxpp/tk4E7d2ouUdsq0ued72CpbbdRoeidP7zSWM7jqEaA6PwwAAIABJREFU6TDwiZMs3bwZANnVQtNTBpPXesi8aTfBCUEx6iH4k4Ok/3gvfbcncY6fYfSzaydWl6Plblepu+lJm2JIYfatURoOS3xxm9g7dlB3PINRKwnMw+3fvIaGwwUWt/tofjiFkJLUrirabx9m8LZuuv8jz8yH9rn8nf9YIrarBu+ejRhBDUeHZI+X1rsmsWuqmL2yhsanbELnUgx+qAdf7L+jSwtW2m60svBgKZFR5Qq6I0A6aqn0JVcWH3e9cKNs01AmV2oSWTJ6FJaomCJKWzCyVIsjN1CvpalVM/iEyYIdJm6FSNkBHl/qYSJe7eramG6pjKJgJl7Fw6KfZcvHusAcA545evTltc1boWJXIMqJT7mrTLrqwEZRI6O4WbaDwFeyQijaGgVbI2d6yBZ1DEN3z9cqfo4stagJB0ROY3Ipyi9CW0hHfOz2jdOn85xKyxY2I6bJYaOTx5b7mUuHkSWVXcPQORlvJmX6ecbfTof31w0NX2rIchIhJNKDK2pXVEln/KRMP16vVWlNf66Fv4wCGY7GsukjafixTLW04LNiqyFdPaZcys8BvQNVSAqR01zln8EnVPSSrpAhTZKOxVOFFvYvr+Ox2W6yOa/bQZd1kxLX2FNZ4QetcUPjlJ3HofLTNDTOxBvpi8Zo9SfRhf2Skx5LKhQsjaKhIbJq5byilu4xFXfMjsDI6yxY4RKh3X3ZtoJtqdh51b3fYcVbrqyVVCbXl5rfKoayv0khId8cxPILFBOskTGsV+0k16DQeVcKNb5MdlMTqCqJ9UFavn0Sc3M3WiLH4vZ6Wu6ZYubGNmyfoFglSexqIDjtkO+upvNTT6F1tDL4Ry0YEQG2TejkAr7FKuZeXkO6u4buu3IkNkqEBflGL/uv7uaKB0afc6h3fOUavDscOu9OEt8SIXouy+jrgwSnBWoB6u94huKufoyoTmJApfULJ5j42F6qRiXCkXinUtDcgCfj7qK0rI0VUHF621Eyebo/eQC5eYD+z5yE1kbmX14HxwZRm7ZTuHEPoSNTdI0GMVqq4KWUv02LYnstdkAjOCGYv2Uj2RaBWeXQP7MZRmcwomvjzElNYW5fmKZ/eprhz+2hakjiSUJ2Xx/VJ9wOWTOsYESh8XsnaOhpY+htETyrxJFTO10F3v4vDDLx/vUIG9rvXqDYUsX4u3pwdHfj2rY/j7L/CKm9O9Y0Vk+8SHxjgMaHkmh5SeyyRrxpByUYYOmSCF+/52re/5qXlvTd/0cvJ3u5IPPWJnq+M430eWh6Ks9yt4+qIch0QuvXniH+hs0sXdpIqh/Co25J0zOwuUJCnn1lDUY11B+yybSo1B8rMHWVl95jzQgLjPoA5hv30PyozeSb1zTtSoy8p522B4v4Do1gbu7EF9fQ8jaFWp1cs2CyIUzv95OIsWkS128g0+ah9dtnyO3txbdYIDhrELumh77vLmPUB+j43hhmZz32yUGS79jHcq+P3n+ZpKa2jeiZNPl1jSWLH1jarLK0sQbFljQ/9sKcqbU9+kttucJxfZQoa7OYJdHA4oo4nygnOavcqt0W9HI5rPSlqpTDVrprpO4mQGiuMWIu4+XcfD13LV7CT+I7uDt5CT9b2sYvFjdz3/wGxpZqKGS8Kw//0ljNnIfpWJSHZ/r42cJW7k5ewsO5rrVNvSQKJ6SoJGku2dStDVNUKOZ1MjkvqbyPeD7AYj7EQi7MXDbMfDrMUiZAOutz7SQEK+aWpcSp4ppdFBjLXg7OtXPf0iYezg0wbhWZtXPE7CyJ0s8FO8e4VWR/rp8HEhs5uNBOJudFlq6RbagspkKcXGji0fkefr5wYTX686LcoSRYEfazBXZeZbEQIm254oKmVHFK3mKrXzYueTtpBogbARK5VQnPs0LYApFXSSyFODDfwc/jWzlWrGLEghHTZMLKc6Koc292gB8t7uShyX7ik1HMtCvkqJTKO7LEX1kpca117qWf5XsTcAoasaUw8/kwy5bvPKSn/Kq8fdXvDEdjsRAiU/C6pqdlVLTspF6678s2KzKnYS57MLMeijkPRl6nuOzFiXtQE7proyFx/77sEF9uJiiX38RzyAr8BkTNGYvAWBKEoPlxG+tVO/GdnafmVAFlbAYZClRKtFJxW5kL9V7siJ/mHw4x8u42QtM2i5e4TuU1T8xQNVagWKUy/sk9YFoMfH6EmjMGojrK8LtbKEY8pHtg4EsjjL0uQPfdBq37LbSszfStfTzw++f7+D20o5rv/+PVqIYkPGmAlNQ+tUChzkd4FCLDJp0/S1DcPYD+9CDx9Sp6FjI376L7B4t4Mg4LOwMs7a2H2QWWNro7ytgWL8KBkbdUYZ8bYfK2PRh1foZv24QT8LDcA8bV2/HEixSrFGShQHxHLcudHpRFD033Prd8w7ov5Ig+6eXc+xvQ0gaxzR60gkuQ7vnuAg1Pw/QVYVJX9tH27cELLus88rqNjLwpSuPfPU78Hbvpvsv1jbO9gtCJOVIDsNwLLffO0PyEAbqG1BTqD8vzEh7LL+j97Akm37eeuhMmLV98guUttYxf73UlRRRoecxAMWyEd23lt4b7PIinToACEze5lh7LPa53WfLGTQRnTXo/cZj9b7nkRY/1rTuvIb7eS+0pF1FwYnGyG+oZv95H7aE4eg7aHjIR7c3UHE9S84MjBKfBCgqyHQ6JDSXbJ6Dl9jN037lI6AdPuWO7zktoAvLrGglP28xe5mXxEoV8ncqGv3hpqtrPFRs+EUOqEv2+gwhdxzMRJ9Osof3nccI/P4EVkGgFmLo6ytT7NrHcpZCvUxj63+vwJIpYIR0zoFF73zCOR0MpOsSu6nQTmku3utI3Akbf1YFRrWBGfFgBBe9DJRsSCcUaBz0lMMMvXJpcO8JT+iD3p6vHU3loO64lhPRIt5RQamMXpuK6n2uOiz6UibolVWVhC5SCQGrugiK9NkKTKB4bj8civ+yjmPVxINuN6rNQVQfLVHFMZQXREVQWCRDuDlmCmdWJp7wk4iFGq2oYrG4ELlxwSQ1aLvHzWXQa4ZQ0iWyBdHRMU8FxlBUPJVuhaOg4ltuFhS0qPkeiZA5ZJm9Xzq0EkVdJzlZxMO9h2fQRbsoTVXNUKQUCiuEmD06AOTPKT+e3MRqrxcjr559bS6GY9VBMe8iIAPNahH5e2FX2eaNE/kVxW8elpbhon6WwkA3hUSwingJhrQCKW35RcSoEXVOqFB2NJSNIPB8gl/Miy3Yd5aQPXASJUjKd04jNRngs46PBm6bXt4BHWCg4nC0086vZAeZmqtFiOv6MwAyXhCBVuYIQOqvGv8Y1X8sp2B6JE3BQQqar7WMokFNZrApS7c3hV80X1eSxUVi2/EynIuRKCbrb7u92L6oeu3Qfle4Vy/3uCAlOSZFaShAFV6RTzQnMMODHdUwvJeNu+U1Z4VspEuvC6Bn/vwj/XI7p6+ppu2uGzKYGhC0Z/JM29JRCZ6aFobeHGfj0KfD7qH9kDhnwoiwmseYXGf7LPfhiENuq0vWxx9Ha21i6oo3EOoGWE0TOSWZe30X90Szj13kZ+IpDaErin1ym/b4wM2/qpeGgTTGss7hdo2rUQStIRt/o456PX4k3YaJmisx+IELrfUvI4XGGP7Ed36Kftq+fQG6sJblBgtAIHFhg/vp11IQ30fmPJyju7MMMaeS6osxeLuj5YZaZVwSp2tZD9Vn3/mu7a4pCTz2pHg/m1TtRTJh4tYeBr81jNVRRd0ziSRo4XhVHFciCQdVoHiVvYVRHqPrxQczgTrItgq6vnMFeiqO1tSKrgjQ9HKP+iJ/xG6vpuDeF49PQ4lniu+sITReJ/OA4hWu2E391PzX3nOb+P3o5Czt9vP09z6+8/PBbd5LcEiX3erf1fOITl9H1ozhifomG4wXyl6+n2FaDsMEXEyy+opmaE2lQVOYvrUIKyDesfMEL1QrG3gHafhln9OYaakJ7sfyCjl8WUQwbM6JTqNWJXeWhsWkbcOFdjFIRxH57D033TLB0RTu5JoXaEzbJAT/19wwzd1MvTU94YXqe7//j1dzyh7+O9Dxy43rsmXm6G8eR+TzUVjPz8nqWr9tIukN1v7tRP8tdgtq7h4m9bj2WH4zX7CB6zqbqF6co/K8thCYkxZJsUn5XD1rBJrP9UoxqSd/nTiFNi5nf2UbzwykWt0Xo/FmGqVeFCa5vxHfWQ2Hgwkp66pyXkXe10XNHjJkPXoY3IQlNF8k1CZK37CLXpKAWoe64gW8khl0TYvLaCC1fO0r85m3ENwaoO7qM59Ak43+4mfa/OcTER3e637ltAZq/P0jvd2thMcHgR3rp/sYY6b0dhB4eJHHzdoQDegY6v/QMTjaL1t35guNde8JTgsilJVjtjSmVEiSvrlq47ZJIoXQTAmTJHbusrAvuoqS4N89KWy5IU8G2BUYZISrB9bah4gi1wtURllghUAtWyMC2YHXIvEbGCnA666VvDQmPnVdXxgErthqi1F2jSneHLlwRxjwekMJNdIrl95Y4FaaoaKTIMmFVdRdoW6wsWkpOwVS8DKt13MluFCHxKBYBrYjlqBRsjazpZTIRxcjpbhJSTqoEJbVhUSlnSOUiSGqrHMLls2wWkmk/BVMj6C1S5TEI6gYe1RXNc6TAQVCwdPKWzmI2SDrjx8rqK75RZaIulMpbJaNSrdSWnfNw9/BmVNWhWNTQdRspoWjoYCo4usQMlc6lA05ZMqF87NV8qTWExOVrCUvgFNWKFpWQkEkGOEs9OctDnS9DlWZUxB+RKx16edtD2vIyk4mQSgRdDy0o6Ti5B3NMZeUaUkqmy0CoLdwScckVHUpcuLLhak5zk0VFYgfk+YNXwAn85rmlz768CiMK2Q31LG3SqBpT6PlRntHXB5DHzjCQ666YVJ59fxP934ljt9Yxd2sP9Uds5ncrNBx0EDs3IZfz1Nw/Qu2vFKzOBoZvDtL3/WVybQE67i8y+MFW1n3ZNWVseSSLo3mpeuAMsq2Z1rSf+Z1+WvanSPVVka9WSXVq+Je8RIcsMIrE37Id1RDkmiVO3l18PCmFpruGkUKh+qxNqkfDF+th9lIfjhc8KWh8ymHmiiCFegd9JkX0rAvty1Sa8etbWfcV1827XomQ6tKJ72kg+sMjyK7tLG0OEpq1qHt0hpn3bqMYBqPOQTEk4x/dhScJVkgy9KF1+BcEhTqJUnRLSoE5Sfv9acTgKFo4RPKVPSx3KURuP8LQF/bScBBqH55ANjegZYq0/fsUd49fReTJKZL72jADCsWIoFALtScdFt4p0LICbwJ6/u4ME7+9HjG3iLmpA0dzOX7asWEi/ZupPZpi/LURUr1hGg8GUAuShkcWGL95pVPH9oH+4FFm/3AvjQct/HN5YltDZFo81B6MMXFdHd2fPMDcpbsIH5ll3VAQJZ3l9KfrX/S+6vuaw+L2AMH5Ip6HjjP+v3bRefs44d4G9GMjJK7fAJEw3qTk3P+3iaphyDULHtpVw8wHdtL+3RGGf6+Hrs8cYvHdbWRb22k8YBE6NoPUVHp/WMAKaiijkK9XUA+doXu+mdTVA6imJL4VWh6xSXVrRNqbsQKSVD/0/e0QfBEyrToN989hbGgnMOtaiBjVGk1ffoLZP9mH1CTq2QnMmzaS6tZpOGLiv6fA4J/6XnTu5ej/3BloqmN5Yw1mCMygwPZ4sH2S2kenkVe0UaiFYpWGD5i7LELXHdMkb9xKsUrQ9GgCMTEHqkoxIilcvZW2hwsUanXMgMLQhwbovSNJ6qpe+j9yhJEP76TlUYPBv9hAz48LZNoC6GlJ9ppNzLxMXdUF9dyx9pVvVekFN4cpdVmV0J0yl8Asiag5JfSipChbLg0Bv77jLpE1MRR3B11eAMo711JpooyUuOjKKo8rh0qnWIVPtJp7YSg4y2tj5YvCqvKDLH32qgWpfG7K/+8UXQSqnJhVkr+iqJiOuqhUCY1QcBMfj6ygPS6RWaGQ9nJ2rp7T000cn2rl6clODk21c2KmmZH5OgoZL9Io8TnKbtslTkzlMw2BYlxEwrP6PFrKeYiJmfOQSQaIJcJMJqKMJmoZTtRxNlHPULKOkWQtk8sRZparWE4HsLKlFmqzrIj8rPMjRUmE0H0hccUrJ8M440Hy42FyC0Hsolo5j44u3XJgCYkSpuJ+hqGsnO81hsC9z3FA5FT3flNLJVpTIZvxMZGo5ky8kePxFo4m2s5/Lbl2Ks/MNTM1X+1KNJTHo7jmpi7vbdUYV5U5gVWl4dL3qFxWLXd2FVcSXcezypOLMi/oN6+khQOdn3qK4NFp2r54kPk9MH1FkMYDDs7LtuKEvHT9OMbQ77XT8+dPMP+yGtTZOI4O4aE0UoHgVAEl45L941f3cOa2LtShaeqOSub2VaHlHCau9SAFLFzdTvs/HGPqqiBWAJzeNqauqyHX6MXRQZlYQM8K6n54gtZ/P0MxJAhMZnCqQwhH0vl/D1J7HNTWJtJtGj3fnGTybb1kLusmPJik+qzJ+PV+2j77OI4mafnaMTwpC9WAmuOCc+9vRGbdhOfch9fT//EjyHSW2avqcVSB5RcEZ02cHevJtClEhwz0ZYv5q1qoOWVgVrn3Vd/nTuKfd++Xvs+cpPGAQ9sPx+m9PYZWgPZfpqi9/TCjN4WY+sAlFDe0lbrdTNSBXvwLCtUPj5Lb0srS7jqUyQXi1/QQHkoz9LsdJPtUkhsg1yRp+U+DTItC7XGJFZC0fOsEdjyBb0mS29PDyBu8ZJt0PIkixr511P9siKVLqmjbn0ctCha3awgH5l/ZQDG6co8rRYi9fw+1pwx8dz9NYkOI8JRJfAuM3FqPJylIvG03nqTC6LvaKbSGmL+6jQ2fitPzb899O637UgHviA+pCOoPZ5m5XEetrabja6eZfmMnsU1+Mq9cR+Rsmvjuego1Ct0/zWOGBM2PF2HrAKEph+yOdrr/6iizv78TxyPo+X6M4NklRt7bgcgV0E6OkhjwYPkEA38/jtzcR3pLA9FHx0m3K/R9+CDFkIIVgPj2Gga+NEL/V6eQ9TUAZJsF89e103THKcJTNt7jEyT6VZRN62j626doOOQwd+tGHBWa75lET1sM3xKh6zsv7RnZ9R2BbG1k7E31RJ6eRsu6vxcOdN6bY+oN7dQ+MU/Pj5YJTmTI99fT8q0T4DgUooJMh8SK+li+agA7tUzPjzMEzsXRD57D8gpsL/R99iT5lhCx7QK29KPlXIRSywuMWg9GjWS5T+KfydP7oyz+hRde29aG8JQespWMp/QZsuQiLgOWK+tfVFxuAeB4HaTPdiF7zbVOqFhL2MLlm5SVbIuiUiJytNKuVMiV7EqRiJIarwNuSaRcziqXcsoLA7i74XJGspo8vYZQDLHSXQbnIQbCxi3DOMIt5YlVn7Var0hSEVZ0lNLCpMrz00/FcROXsvaLKsESmCnvyvxKruVSkytkVafU5bWa+Fr6TLf7TVzM9N33l4i05yltC1lJgCxNxRI6+fPm414zKCFD5STHWenKE1BBYtSCwBQOUnePrequgpBT8KIUBcICxREuWhW0SmOjgiQKCYq9Mldhu8mK41mxQbngudsr3B09pWBWOUifU7EDkZZCdjFA1g5WuGvn+aMVXY84tQiaAlbIAd09N2V9I1FGPUtEfUpIqFBwkbBSd6CiOzil+0I6JXJ/GcUSuOR3UeIvFZWVROciEr7/qdFwNE/uDbsQtiQx0EXTkw5GRLK4TaH3iyNM/s4mvEuSmhOS2Q9dRvOXniL29j103DnF0PtbGfjMGRLXraM6lmbofY3oaUHj0w5DHxrAFxOEJx088QL9fz3O2T/ro/6xBWRvO+33p1HPTWEnEnh27SNXp9D8WI7Bj/TSf3uK4Y+63TSBWQGOg1ETwJewib99J3WPzZPvq8cMgRMO0v7dYezmOsZfV0vnXTGsq2tYftuldN6bI36Tu1tu/qdDDH/KJd1K2+WAhMdh5vd3YIag4ZDJ4iU6tacs1LxFrtVH57dHyG9pY2G7h+Yn8+inpujONJHpDDD5u5tp2Z9m8towIhggOJGh2FVPfKOftq88Q/rajZibdtD39TkG/7CRxDovWnsjoZkiiZ11VI05WPMLJAZ6afqnp3EuWU9yQOCPBV2bjn8+jbm1i9gWP45HwfZBzcEY8S31jHxoM01PmdQfSOEcH6Rd7CAwGOPc7zTR+71lqItSPZjD8ajoGbC97qO2GBX0/98TcJt77ZsfTTF1TQTP03kyb9yLYrkbor6/PEHsTZsRDqQ7BW0P5rADGrOXeei8J409PYtWG6bxF0GiPzmK0tRAbl0D3qUC595Zxbq/nyKzpQlhSdrvy+M0VCMmZmn98Rij7+2i4Z+eRm1rxdgbQS1Ikv1+Wn+VYOyN1ZhBnb6PHMDZswkRDKLlJMUqgRX1U4x46P7HMzjNDcRf0UrTN4/hbOph9L1ddPximVS3ytLmHuqPWFiXb6X6WJLa/WnsxijL+7qY26sQKakfqCbUf+cIY7ftwPZIWswu2j77OGOfuAz/5Xuo/+qTmG/bS/SMYOHqdhKbJdUnIF+v03qXJPCTp93ypd9LvruaVI9O7akC+qkpMAzsdJrJD+8DCQvXtGOGQS1Acj3Y3gCBRYfxNzdRc9qm6sAUvnOTGLv60R48RP3hCJmOMOl2L74lGzUU5NybQkTOhYiMRImezZJr9bNwyyaWe6Dvm4tM39BA8xM5Fi8J0PKzSXAkWr6JxICHqVeFiYw4iBepSK5NeLBSOio9VBW5IsgG7sJXQmMcr4Mdst2FAbdEZRlqqfQiKotb2TzT8ZdQIk2etzhJWykdtzQGSaWbC1hxcC91hFXa3WEFPQD3wb+K2Hnhcz9/ESuL5UnVdXaXQQs1bOILFQlF8kSqs0SqswSjebSqIiJoIX0Ojkfi6G4ZooJCFEooUFmLpnSuHZ+zgmyJ0vxWJUiV5K7Cf+F8LaTyOdJcBERexC5fmGUPtVXIWpnXozsQNlHDJlrYRA2aqAELxW+heF2/KLmqxFlG/RyfKzZZRgrd0pabFCo5FZHwYKV17KzLTXJ0sP3SfQ8gM9qKPhKu+rcVkFgBB9snsX3SNVcMOTj+tV9727Nyjm1f6f4q3VuyWFIUL3calkqV5fMFIL0OdtDGDElsv6xwrMrXXJqKiwbaipvEF5Vf4xyVj+vkNfe9UNIToYScrrovbHdzID3OCgK0SqfnNyUmr/KTbVAI3n+C5seyZFoVCjUCLS/IXLGO1i8dZLnfPY9t9y6SeOcel5TcWYsVkMy8cwPZZgWjo5rQuPt31Y9O0varIu13jJFpVZCHTlLY1kHrIzZjtzSS7aki0xlg+j0bGPqbS6n/xiHSPQ7L3X46f2ExcV2E7p9k8M8J9LQk3x5muUvHu1ig7q4zzF7bhG88gRGVCNtm8dU9FJoCdNybYPRNdUTOCvwLJtk2P5HhHHpWsvjuHTQ97dD/rwsoNdUAVJ8tIgV0fvEoUhXUDNqEHh2i0OgSVmV1Ffr9h2j74tMs7PBjbO0gdkmIyP1naP/6aZSTI9QftRh9Xw/zeyPopydofCzO/Ds2k21Wqf3lMHg91B4V2B633Gp7FUy/IN2mEPvtS1GKksXf2k1iY5ie78UIHJ0gMupgbuoExxUqXNip0/arNPbgEPqyQDUgMJpk8rooUx/ey8zlGqPvaKb3owdAUxCFIuozI0xd5SUw5xAdsglPW0SGbWRxRa+rWO2j+Yk8mZ4w4WcW8CZsfGMJlKowqXVQPZglMuRQrPaQr9MIzEimrwyTunk701eG8S7bOIUCc9e2srjdg5I1GPhGgpkb2gg8fJqFXTqjb/CBojD4iQ0gBIE5ibrJbUVv+rej1D6ToX7/DENvjdL6cAGpSoqv3IY+m6SwvZOmu0dp3Z9GOzfDwi4dEali7OYavMs2mWs3oyayNBwxUc5O4OjQ9fcnWe7QyDV6EBMzFLvqGb8xQuAnTxEeh8YHXH5m+7+cZvKPd4CEmlMS32NnsK/cQc/Xx7C9grk/3kfN0wtUD+YpRgQD/7xAYrNkuVshV6eQfOeljL+tg5G3N+I/NErtM3mmL/cz9nv9iNpqsjfvof3nCVr356k9nqb5CYPWh1Lu96rDtYYKjzvkaxXO/UEHyRs24js1xdj/2UeuLUDnz/Mk1gkU0xXpbH/AJDRlsbDdizI0helXaPzZKL3fT2E2hHF0KNR5UAuSxL5Wlne14htPYoZAMaHqP478N+nwlEOsSn7U8i5XoPptnNKDWigStbTAOrZrOYF0EZ3KYaySjk25Q0W6D3oJK8hMeeGQpV22FEib87q6VswdRWV8FbHDUrIgFVFp011LrE6kKuQb1V1U1KCFz18k5DPwaRZe1fWJcqTAsDUyfg+Fok4278FUPFBQS2gWJdRmlU5euTRXOrfnJWxldKc8x9VzLiU+lfJe+TqVr1UpGVprCMv9rLIG0erkUg8VCQUMPJqNEC551pECu2SVkTc8FA3NJZk7q9AiVZbUqkWlNIoooT+mQLFBqiUjTFuslFHLSsdlHkyprb1SDlyNsJXGWkGj1hAVXpkmsT2riWtUCOgVpHFVd1S5/EQJFZWVC13627Jwp11KfqSonJ/VJUS5Cq1b+f8VPaRK+Wt1QleWhIDfSHQH3LJGwzcPs/CeHShFaP3XE+D3IXQdJ5FERCPgQKpPYWlrHcKG6u8cR6gqA6k+xPQi4+/vJ9nroRgVdN4VZ+ydnWh5sHZ3YdQ5iEs2kmvUiW8StD9gkK/XiT48QqQ2in3qLJMfuQx9GbxpC99kCn1DPQu7w1SfMwkeniD5im5qTuYZuSnEwJc9eNISpMS/IJATM0SjAeb2BYl6wjQ9VWTqSh1he1x9oAlJ9akM83vDhJ9ZJNdfS/CIKzyYbdbxxyRKQx3BwSVG3tGAmu8l2aPReW+W1OYaEjfvo/NvjtFwMI9wXB5I4u96V51BC7AoAKlw2vJiAAAgAElEQVRLu1j/f1JkW6DrngwLN/bSeM8INXeMoYRDzLxtHelOneqzDvUHEgy9o5rOnxsUanTCw2nk6CTLr9nGwm6oeXCWMx/uZv1UHc2PGeRa/YRy62h+vMDSRh8isYwRraP9QZN8rcbSNpi8bQ+eFEg1TPW5BrwJQXwTSE3Q/w9TzLyuk0g0Uhm5fzjG2K2t1J62GLulGcWGYF0Dts/1mtJmE1gbg0R/cpxQSxMj72whNCmZv85NmrKbgVt2AAbqrBezLoSWNkj3OjS3NNJ15wKZDTVYES+hcYX56zpIbpBItYbGHy4y/+5tND6WwFmIoWda0Z44SV9hHcKwGX9LK3Un/h97bx4tWVne+3/evXfVrulUnTp15nk+Pc9NQ0MEBZQooqgBjQa9TjHXOOQaY7wm8XoTr+bm8ks0DlGRKJpc4wgKKgIKAgINTXfT0+k+feZ5rnnY03v/2LXrVCMiNMu1fr/L713rrF5dp86u/b57136e93m+g0luTwfJPh/azghdP1hj/uUt6Otg6Qq5ZoXASox8vUbqj7bR9c0JjO29hJZtkgMqke29OLqKloPJTxwkuAjzr3CZYvb6ukvJ/x8nmX3HNuKqgn8xi9HbRM2MjRlWmH1ls6uO/Viesbc00/u9HNpKllJ7LQsX63R9ZwEnEiR/oJeVbT7qztjkmlXmr2mlFBfEHk2jjUwiNI2Zj2wlsKTT/YN17JAfxbQZv76GloctCg0+kv2CVE8fieMOy7s0er6dJHYuiP6r0yz+0U5Sg5LwtELjkRJONkdw2cRaWGTmbb2YMUl0RBJ54AzKJYP4kwaleh1hmDQ/ViTZq8OWfhofzz3rs+DCEh7vYa7gtlIEoLnskkDMIB4qYDoKqpAEfa4GTd70kcoHMUploTVwfbZU14jSlcIH/G5gEeX2jGv8SEUuv6LpI7y2ipfwyEprQFgbxomuIWN1JUiAcv6u+XmN6pihALh4JDVi0lSXpiWcJuYroik2PuGglBHdllQp2RoZS3cp6koNJam7UcyuYrk5VTpGSrk1Ufm8clJZUs9PZqoCXgVTZG0ETDepcCs8L6S6A1TYZMLDj3jJru7QHM/QGkkRVg00xcYpZ0WWVDAdlfl8lMV0DTlDrSQFSknBCdkb1Qe/g1TF+Yll1VyFTYVubofdZKvSxvGwLGrVT7UIpvfvBSY8opyLozv4wwaWUVZItoWLESoJFENsgIi9BMznrg+AtEA4ZcB+tS6QkG4buMx6q9h2KGyIcPqkCz5XcDFweXc9UMQGmNkW5e9k+c4ps+ncREsgX4TuoW2/LKC2NJEakITmFEY/vJXoODTeP8/YX+6g66cFBj4/ybn3dBFccK/f1F8doOsnGc68zwd0AEXkmQCBVYkVD1KqdzBNgb7qCt2pqRyJn69SO5xgfUuUTKcg/rAP69RZZj56kK7vLyEME6TE6EpQN2wwdY2GEfWR6umj5bvnmH1TP0JK7LZ6pICVy5rp+M4Uy2/YgaNBcEWS7NMoNEkGblvDPnmGib+7BCMWIXHSQstL8v0Jpq9SGZx1Kzy+nCT6xAxzr+6k6cuHaDhajxVWaL9rCalrJPvDNB0ysHf2M3VNALOjxG9zzh7+qxhQYn1TGCssyO7vQl9rQdoOzV98AnYNUUoEUNazxEbiCNPB1gVWjc7sh/dg1kiGblnD7GtBMQSpvc1ETyfRZyzSO+pZ3KfQ/JgNoSBtv7RQCzbC0Wh83EErOJhhhejpFEuXxml5KMPEtTUgJWf+rANhSxZe01s5VyccpP6ERbJfo/6EhWJJQocmoL4W59wky3+4FzMsEL2dzF5ZT6mvSKnvmedtt5QYfZfANx0jsCQQqQwjH+il97tpzr0xSt1JScM9kxTruwEJiTgtP5rizAc76Lk9QPt9Ocb/Zg99/3SOuTcO0PnFE0y8fxuKBR0/TVJoCzNzTR2FJkn/Rw8x94GL3O+3lC4WzA8yk2X8ui5CC4L2Tz2C9bI9KIaDHQRfDlrvmsaenYcvQOG1F9F5j0H2pZsQFox+aAtdP8mzsj1I4lSRhYt12u83Sfb5SA4EiQ87aOt5WFhGT2Wwr+gjs60BMyxI3D/N6pay+GGr4uLffCrJgx0sXOxaU/T/+SG4aCvT18TxpyTRaYuuu/Jop6foPhnBWVxGaW7EbKsj/vAy89d20vKzeRwhaHpwFX+mjvUh0GdSTH1oH13fnGThXRcjFQgsCawwrLx2C2tbITzno+WXKey5BYydTdTMWlgxHf/y7yDhUaoxM17y4hPYAoIxk7pAHr9qoQmnIsBW9GvU+Eus5sOkcwFXHLDcFpFl4GfFfLQcj4TExQVVB5DqROfpFOMyM8sTBqwkPZ56bUUlWT6j7stzGtXVEwlSl4igTUM8Q0s4TWMgS1AxKmq43nCkRVAxCKouc8eRgnlLxaoAsHFVpctAZcVWkE45yHqVHsl5rDQcUaHdC0ds2H0oEqF4lSPOxwHBC2MqeS1D1aumOCghi2DYoDWSot6f22AnQYWWX63LIyXkZRCyGmpJuHOS5bmWqeQm1a+JyrVzQi5uqzqhqQDkBQjprmVF0LI6Ia6MC7v2TqBczTIUDFP/tRajDEikT1QENEXZULaiNF5SXfuM8r0oNe9eLp+TLCfqPioVH8XCve5lsLQLVN6Yt1NVAXLbjOWvhKDScpNstILxvYCL///R4fgUFq9so+/PH0EJhRDd7UhNYfVgM4kT5ft0dY3gcjfNXzjEzIcuotRf5Oz7zic2FIeKFAF/VkfLCXq+lyS1KYYVVBi7qZWeb6+grqRJPGEQXKlFRsPkrz+AVGDihkZ8aWi9f51CvZ+VnQqbbp4CIRi/qZOZN/cjHOj/1yWc8WlCTTsJzmZxElECKRt/yq3VFxoCtDxiM/vyBJGtLoZnZWeITLtrPdH4vbNsOhUlvcfd5auGg9R9ROZtlKE+lvYoBBcFhboG9LSk6ysjYBpYW7rLyc5zHysvKxE7FCDXrLK2OUT7Z59k/K/30nFPkWyrBrKZhkNJVvbUYkQFuZYg+hpYQbDDfoyoj8F/nsJqrWPpYB0Nj6yzsl0lPAuFOoXkG1oxYpL2+xy0koNacFja4yc64aCsJkmcCKBMLND9t6eZf99FtH91lpnXtlee/wBTr66j67sLhH6+yPr124n922OIrg6kZcOuIervOEVpbz+O7qNm1ia9/7fP2+wooZ4NUNjRgT8lkEeGGVpoYupN3Vhz8yC7UQxgeY3UywYZ/PQIslBEqYnQ9eMWJt85gBWRnPnEFgLLoOVATM4z/4ZN9N18mtVrNyE0DX1d0vD9U4x8dAsDt61ByaC0f4DWh2xqjs6TuW4/jiaIHlui7X633YOiYF7uyofn61Waji5QONBK252zyGye8f88QPv9BfJNOpEpgRlSCC476Gmbpd0+4k8pSMtCJGppfsxi7jINOyBJ9XVRO+JghlWaHneIPjqJFewm2ecCzWOjRYyX72Fxr4+ufzqGCOg46SxTf7GPlmAv+tFxJj+0h+iEw/JeGPqUQaFRIHUf0+/bSedXhkkO1tN1V4bcYB1mRCJNE6NW0PPVUZxcnpGPb2Xgm2mCqxHWNmkUWsPkdu0huVlSfxRqJi3Sm2uf9dpdUMIjLKioJVftnIXmEA8USOg5gqqJppTFk6TAkipxfwFFSGxHuLvjklujl4oLTkaF88QKz/vQquqEB3attKnkee87bxPrscOejnG50F1+Oah4x3JUSSBoVpKdGq34zPYK5SlpihtwnLBgPR8kW9AqCZjnH1bNrpKOcAOmV/GwqnAz5TaHkBsVIS+wS4FbMRNuS6WyRqLcLrrAUUk8tbLLve7gD1jUhgrU+3NEtcKvqQw7UqBj4fjdC6MIybShYXrsO9hIoAVui8vnJjGusrOsAHC9REeoDkKROEJB+kRVRaSqMlQNXPcYfi9geImVsFymm1Tcqov0yw3sDiD8Lijf57cQwtNg0vD8Xyv349NbTM75nyXAxfFUOOlVP+UE0D2nquM8fY5epRQ2WmsvsuH4FeLniiiBAE6hwOyr6+n8wSLFOoVMt0Ptz2ehp4O2H0yRv3IX+a3PrkWy9HIDbVZHagrxB8Yxw70kvnGYyQ/vo/1//IrZjxwkcdICIQhPZImM2qztimNEBIX2CMu7FaQGdlMtixfH6Pn3WWRQJztYS3ZLAmd7PXrSYnVXLXUnMyzuU+n91Enkll7a7isiCgazL6mn7aerLF1WT7YD+r61Dg4svHELelqiFdzrHDo0wbkP9dN/8zmWr+2n73+exN7SjZI3MOtCyNZ6ii0R9MU8GwyH5z6ynRK14CpYJ1+3i74vjlPY3k6hQRCdlBRbIjT+YpbMzmYcn8DRBM1fPYpjmCz8t4sI9nZhxMCfhoWX1BFYhZYH1hi7MU7P7RlWdkaYvVyn95/PYK8lUbYfQDUk+R3tzF7uo3/YJvfqvbT/YAZsB31dEhstVM6v+7YJEIKJD+6k56ujLL7jYhwNzBqBo0H3Si2FBh+luMbcdc/dY7A4WET7uU37zU8h/D6Sl3ZixCVqfT2JkxbLuzVSH9lE6wMW+QO9ZJs1Gg6nmHp5iK5PPIbYs5nZl0aJjdss7lPAttFyAhGrwYxA8vpdNN4/z5m/2kznz0xmrklQqpWohqDnljFksUSyXyM2bnP2j5sJLQgaDxdxVtbQJqYA8GckMpujVCs49/ZWQguC5sdM8k06ZlC4SVDAT3JHgtCjoxhXDFFqiqDLdlb2J9DTDt0/zLNwSZjwvIMZEtQNF9BOjpO7dBCpQGRWUqoV+GfXGXtfM0MfP8HEB3e6LL7vzRA/a+P75XFEewvdt68iVpOEF9pZeWU/rQ+XGHlrPQO3zDP/pk3UnXJIDYSpO7qOf3OCzKU91J2ymHtdH4F1h97vF5h4bS2Nhy2KDZLIt+YwL21n8B/GoFBk5L9uJTz77A/5C0t4HOEyRDSJDNiggBqwiNXkaQ2nqNezv1F4zZKuAJ2qSNaSYRzDFZhCK+vXVFVeKgkAVCoqQAUkKypUd+/E5PkPfEkl4KOIjfdJLjj4eT4tUpE4PhBBi0iwRELPE1ZLv9VLyidsgqpBvZ4jGiySJXR+IPNabz4JJhuB2gvkT6fZV48KHkSC5SVDbFQ+PMzRCwl6XrLjcxABG023CAVK1AdzhLXSM1oqeK9FtQK6YlLjK7KWC5EqaRtQJK8l462BJZB6WZvGq2544HMJ0lJdnzbVPZdKq8ZrbUpRxvuICpuskgxdaOJTvgfdhEfg6LKinwQgVInqt4mEiwT8JrajIKWgaGquOaqHodIcsBSUjOrijby/r8L1uEBjyhipjQTTO4+KbYQKyHJVrwyeBzaSPY3zE6YX4SjWqcTvm8TaPcTMVWG6vzBM5vIBCg0SfV1h7eV9rOyGrp+YTF+tAb/ZpNYbVluJiddEqZmIElyzQTouHfriHYQWJYGVIhOvSxBclCROFoj/x5OsvnkPwfuO0/MzB6W7HTsRoeWeRcbe2kbvv06T7qinlIDACizvUmh9yCS5KULf1xdxLAsjrqMYDrPX1dL0mIPRXEN03KDx/nWWXtKE1KB2zCTT5kNPud8se3kZ29+HbEng+GD5DVupHSmS748RGcsAEDq9wOm//e26M8807OYSwaMB7ACsbRHkm3ppejRH2z8cQezdQrYzhD2/SOFlbUQnDHKtPub+eA9Nh3J03FPEt5rj7Dvq0AoKoUWH2hNJxPwqtj9OoSkIAuqP28zfOER4wUYrwvqQiq2rxM5Jzv35ENEx8A02srLNT/s3Rli6rr9yfhNv7abutE337atYC4uUavuwwtDzL+cQoSBn3tviBkzDZO66nuc19/HrQnQrW7DCGtk2BbUA1mAbq9s0l1r/S4v1IR/1x0tkuiE1GHOrV9ftZb1fo/acTb5BIbgkOPs3bhVn5ffasP2CQoPACQUILCuoBZu2u9eYf2kdrf8+jNQ0Vq/dRGTGITRXoPMeP757jzDzlwfoyHahnJkEwIgIRv5ikNph8KcFTb9KYcYDSEVlbbsk/vVJCq+5iJrJPGvXDNL2S5vAmXkKm1tYudKr9qlAkewuGHrvCEpDAsJhjIhKzUQR33KWiRsakZpK2/0OzmAntaMORlhw5r1tICTC2U2yX6XzzlWWfr8XBKiGRD82Qax7kPxQPYohSfYprtWHWoftA9snqHl4HC3fweJ+HdUI0H3zcbBt+uZ7sZvj1P74FOuv2kLsu0/ScETiyz97/L2ghr4ddCqMLFFQocxQUQSEVaOS7HhtneogqAmHgGqhqXal0OAxTyrsHa9d4/2dRzf2tHbKFRrpgT0F7vs9XRio7Gxdo0c3yG8AWXnmhOE5DEdz2VWOXyJ1B023CPsNdMV6zqaRnnCgX7XdHbynz2OWA7SCi2XxKgc27nvMKu0e76O8tpXXsrNEBQsiqqtB9sYaXnA7j3LgrWCG3OqTT3WI+H57sqcIiaY4RNQSPs1GqF5251ZvrIhdno9whfgc3PUxlLKek7LRyit7rlXYTN41fdp94LX5Ksmg1wq7gFFZP8n5yTMgfA6+oEkoVCLgN9FVm7DfoDZYIBHOUx/P4AuZ7v1XUF1GXvW3T7jHEqZAzZfvCXCTqipDUOG1M71rXcaned8bz+LlvIqfsnH8Crj6RTT0lE3mYA/Sr9D9mRPYq2tkm1Vio9D9rQXitx9H2ALtF0cZ/MrKcz5ucEHgz0oip1YR2waJn4RifYC6Exky3SGaHylR/1QO8fBRF5vnwOobd6P0d5EbqmfylWGymxPUTEjWLm3DiEHP586QbZd0/yhL4KHTGBGBEw1SeukOlnf4SfbrRKYliiVJdesET8/jRIMYMUG6DwKPnsUKCoLTbjIz9TcHEbbAigVRLGi44wzCdjDCCnbYz9Sr4lD67Qnes43Wzx8mOu6grwuaHstRbNLJXb+PkT8Msz6oIvx+YuMl1IJF/HgKxw/KE6fxz6yxui9B950GVgAiU0WmXlXHyqv6Gfz0GcyIgj8tqbn7FC13z6MVHZoeSdH1uRP03nyCXIug/38OU6p1q+Ptt54ke2kP9U9u+CQ2P1rCn7awa3RW3n0Jnd+axApKzME2nFiY/r98AnNTG8OfeX7JDoDdWmJ9KEjw0ChSQGBFkmsL0HDEYOAzYzg+QXzEZGWbTuMRB60gaP7SYWqOLtB+b5K1zSpCQmBVMvjpEZyQn9ozWRInS9SOmsy+og5/SrKyPcjYm+K03T6FubkToShkOwSLB0CbXEJYEiUYQF+XqGtZRMiVU1/fKhn8x3HMsCDf6jD2B1GWd+kEl0xCc+5zIHjHIZS8Qb5ZIduicvb9XUzc9MzPxzOfH6DYkyC7p53YncfxTyyT2llP508zONEg+UYVYTnEH5un4dsnGPhvT4GA6H3DxEds7LAfW4dinWBtq0C2NlCqE4QPTyFV6Lpjhe7/dRTVkHTfvkrNdx5n7L19LO3VMeKS6Ol1nEyG9dftwPGrYDmg6wgJ8+/dR2S6QPiB4We9Zhf29KtqIylG+YGrQNBnElR/Hb8CG7t8XbEIaCYBzUIpK+l67BNRxuCIMnYF2EhcqkUEy+fwa0NyfuvCSwK89z+dTn4Bw9tpeyKKfr9NyOeCdJ/NTqB6qDioOGiKU+XxRFXLTW4As4V7rudRwL0qgAdG9tpMXmD3jlN+rULXl7iJj3lhc/fm7wVQr0WjKg5B9bmVg1WcitO3qrlVIlQJPokIW1UgeLdi4c25EujLSyy8Ko6nqF2+1qJU9nKzNtbp16qEF9jOrE6UvVsNcO9PIVFVh5BuEPKZhHwGcT1PXM9Tqxeo0Uv4/JbbjqtqxW4kY+66CumyitwKTplSXmnlUkkIhfc9KZ+Ip1tV8bTz5i+r1gFelEyt0MNnqXlojMlrAtDcgNi7ldYfTpJtF0y/tpnC5Vvo/lEBefE2hj8Wfc7HTV1cxJe1kSGductr8WcdfDkLO+gj/uAU+kqB2csjqE2NzL1/H6W4oOEXM+R7a4kcnSU8C+GJDKl+WB9SiI05jP/pEAO3rbJwaQ0iEkaxYGl/lNDpBfSUpBR3hQNrfnKcxDcPs/SKLuauiNH6yzQDX1nE3NFL4nSR5DYXy1AzKRm8Zdk1npwwyB/oI98SIPHTc0hN0PWlYcze5he2wI4k1aeQa3OQPoWax2dY3a6SOOrep0tv2oY+scry3jCMTFI3bGFdtg2zuZa6bx9hdWuArjtWSA4EiU46rG+CifdsovYXYyiWZPX127DPjVOo0zASQWhvZvW1W+n+/EnsVBp9TZIc8GNu78WIKIgz45VTm7tMx4hplOp0Gh9L4qwniZ8GM6rB8BilK3cxd/DC/VYaf3gOWhsJLziEFx1sH1ghldUre/BlbPxrBm3fOsf6gEpgGSY/upfxt7ST64rQdKhEoV6QbxbYva2sbQ4z/Yoa8k0+QufWab9tBLXkynD0fD/N0tUdrOwMMfGfegkuS/Q1Bbs5QalOo/CSLRQaBPbUDPl9XQAM/tej5PZ0IFVoe8DBnxK0feU4Kzt1hA1qoo7Sq/azvD9O+9eGiU6a1J559vlOX+0nNJ5GtDUz8Udd+HI2i/trUKaXKMUE2d4aCn31CN3P6Md20PpLBxEMUnN6jbHXRYifNej42hn6vpVETM3T8cMlZm/oQzHBPnWW8b/cSexHxzn35jrsy3dSe1bSfvcaUkC+K4bW202+USE5GMJoCIJlsbQPmn+VYealYdZeveVZz/+CEh5hVpmDlrEEft2kMZR51l2+u8O3CaomYZ/hBoDyA71iJ+HheMpUclFuXQnvYe9FGek97NkI8NVxTDzDa5X3vcAKhxf0HYGqOARU87dWN55pqMKpwtb8evVkQ7RQbiR+TtV7/eWWYsBx2z/+8k+55SR97uueT5Ob9LxApWXN2WAXUTl1fMpzn78pVVQh0QMm4VgBNexq9QQjJdSwVUmCKqaq8GsVOS/ZQpHunAUVTSfF0wp6WiIpymKYLyjoi2f4keBYCratoAhJUDOp0/O0h5LE/XkCmonllPFLmivAKQP2hhu63/XQkppTYWV5iboo6xfBxvcBntbuLa+PcFztC8Wr9FS3P6uTnxfZOPeRLZhDbfR89BFWLmnk3Buj4Pe5jKswSFUw9YogZvSZjTKfbcxfojH2hhjtP5wldmSRQr2PtS0BrLl5RLZAfMSGQhF/StJ22zCoKov7fUy+2Q1Ks1fFcXyuEnT88SU6//tjMLeIrUPmYA/xkSJND63jxML4chJ/ymXsmAc2oUQj6CmHlgczzF8WZfmyJlZ2hhCmw9oW9+aoO5lh/spG6r57DCusMn+JRmiuyOybB1jZFmT8vZuYekX4Ba1v4RW7MGskg7cm8c2lmLipm+6bj1fu5ea7Z7DGJ6kdMVi/fgdqwSbX4iffGmDuj/cgBazuTSBVqHt0AX3d3RCYm9pId6nUP7zIwgcPUnf7CQKPnkWspVjfAk6ugNbWgq0Lmm89ysrOILF/ewx750Dl3EILEksXBO57isxAlMzvb6NYLwidXWX8o3tY3Ocncer5+2d5w9zSzrm31FH36ALZNpXlvaAVHByfQDFscu0BRDCAEZO03jGJWoDacy7TbHm3TvysTdMTJZb211D/ZJL4GYe6e8fIbqqD2hpqpg0cPyQ311B/aB0jCt3/No1ags6fpFBXUqR6VLSijS8LSm8XwVmXqZS+bhepbh/+tCS4UKSUkJz72DZav3wMIw4iEEAtOIRWbBZuGCLw4CnqDyefdb6+lGDmlXXkhhKoBuh3PU5o2Wb0T/twfJDuVFkf0pHZHL6MQC06nP1AD8sX19P3H2l8Dx6ntLObpQO1OD3tLLysgdYfz1N/OI3W3ubGp7o4PX91CCugknhojonX1pF4SrK01+cy0ICGB+bINfsQkTC1wwIlb1I76rC++dmf7RcmPOhVCwA74G4zLVMlYwQqbJxnGhXGjuNStE1TrYAvqxMU6asyf9SkK14YcpBloTlhuEFNMVyzUaVUbnWobhYkDKVCaZd6OTOyBUpOrbS3LtRi4DwLi/IyOFL5jXN+pmGjVFy1qQLZbrC/yoFKyPMYBwi5UQ3zWmAF1bU5KChQVFw7Dk/I0FAQRRWlWLbosN3PeyF+SiKnIQrucSmpWIZKydKwn+P8XT8pH0VLo5DXyS5GsNM+nIyP/HIYO+Nz/aWqQbkeU8+r/pTbn26br9zuKoO+XS0eKj5t1ZVBUa3bdAFD+tz2khNwsKL2Bv5GlRVwciofJGf6KdoaSTPIuhEia+pIKTBN1fXg8oQ5vZaUURYadFzmlRmVZYFEXP+1staO+71w3KqP7riCjeVkV/o85ly5yOmAUhJua9OzG/HaXS+yEZ4VrG0JMv+hg6xvdV8beVcLLT+eoefzIwB03FciOLZG/c+fu2P2wFuP0HfzKdp/YYBh4iyv4su73y2hul/UmntPs3adu/uefvsmll/SgpaDjruTxMZNhANqCUrX7EGGdMyX7ULEotRMOkSPLuBbyTN+QxwUhdqnkoSXbKwQrGwLMH/jJtY2qUxfXUPrl4+iFSXNDyfxTyzT+x03cK1tqyE6ZXH273YQfvAM3X/9CL7xBRQLWr83Su83Zml88sIDPsDaZo3oKOT6oky+oZnwnETofta3QMcdS6T3tjLxyUtYH/JT++0nsSIq0W89XqlQtn79BHYAmu6bY/StrYTnJT23jKJmDVr+6TFIZ2m7awFsm+l3b6O0uY2Bfxpj7c17KQw10XLPAvbOAcLzNsVr9+ObWa2cW3ykRLpHwbpkK5HxLKvbVJoOFTDaaum9+QStDxfJdFy4HJ2tq3TeXWLhqhaKdTB4W5qZl2r4sw6LB0JkOlTSu1uoOyUZfXcn4TlJIaFQ+/2jCAei94+gTyeJnymxdKCWwIpJ7qJujIiC2RRFX8rRcesw8aNJ0ptjdH13gXPvaqf2bA4jHkAaBoVmB//hc0ixJNYAACAASURBVLQ+kGLp9xpJD7pVyugPj9J0y2Eafz7L9FURasah50cFRv9qB0bMYeHaLvTpdUKzeTI9MPaxnciTI88637phm46vnyPZq1FMSDI3XkyyX6X3P9apP2G5ViAtkqWbdtP9r6Ms7vPT/guTQqNgdXeU0U/uJdXtp/GxJMJxcDTB0hXNzF4dY+Q/d9L72WFkJIgS0PGnTYyuBD1fHCGQdAVbZ9+3l3ybw+rBFtLdguzOVvJNgonX1RE7nUJf+x0kPGpBoBbKujhlpo4eMNE1C7MckZ+eAHj/dxlbCiVLQ/F0ZSrg1KfhQ0xRoa5X2mhlSrTjacp4AbCqelPBuXj4Fi/oCTbaGRe40/XwMEjcKoQUGM7zYzdUY5zw/MXKLSqvdVUJispGoJX+csDzKkHevO2qioZgQ1m3QsFn41jl6s8Fj+o2WkVc8HkeQkj8qo0eMNDrCoiwhQhZaFEDJWy6FRs2MCuA24ozRNlWQpwvxOhVB5+G16lQ8b0WnMoLw/BUeXJVMDflpEs6rqhmPqtTtLQyBd9NhC1HoWSrOLaLd1MKZYyOkBtVKO8epaoAWbFTofy6/O2g60rlU1SwUdI7zm/72/9LR+t3R4lOmrT/eJnBfxzHl3H1cwoDjRhbO5i9XEEfXWL0pkaKiee+QEJVEfFatPsOM/yhTqw9/YRPLtL0iyUy1+9F5AqgqqglSbHRofXBLHrKoe3eFFZMR9guDrH7k0+yst1HejCKEdOYva6D+F2nWD/QwsTrEvR+fpTk5ihSV1nardH1kwxWGIKrDh33ZOj+/jKlg5upe2wBkS0w+ZYuii0RALSCJHDnITbdPMXiDVuY+/BBxt/Rh550OPOhXs7+SSs1T869oPW1AxCZt3F8gq47VkgNwNQ7h2h+1AFNxfYLGo44GDFQBnsI/vAwSjBAsdYFqa5cvxVHg5Xfa6XpcQtf3uHcn/aycDCGGo0w+4f9TNzYDANdKDasbg4w8sFetKLE/+AJWFlHagqpXpW1IQ2ZyVTObfYlAfxJWN4ZYOI1UdruL6IdPUe6S0ck4lhBlZb7lmm+6/lX9zZ9eIbgyDJLewI03Po4PV86x9zltSgmaDkHIyZpPFJk4YBC4hdT9N06S+LwKsUGcIpFSnWStWsGYWGZdJef5h+OsbxbJ3x6Ga0k8Z+bxw7ryGKJfHeUXLPK2FuaCc0LrLCP6av9yJZ6Bj52FFETQRmZprrQPv/uPRSv3MHM9e3YAUlszGTymiA9H32EoS8sUX8sx9JLmpi6Jkr/J56i68cFxLZBNv39M2vZ+KZ1sm0q61f20vb1k/TfukD8lxP40yCm5kh3asTO5Wl63CY6aTLygV70JEy/XCOwImm8b4baYWi6ewplcY3ZK+OohiS45tD+uaMMfGmGzEsGsOrCzL1rF77JZbQnzjLy4X6MiErfd9I4fhj88gp1d53GqHWwQgrdt6/S88URkltj1I4+e/J+QaltxdTSwXU9NyWloo+FbA0JPYfPb/9ai8fGffgnzSCrxTBruRBGsWo3X0WVlpoL8DuvbO/hW8stAKRASsXdtYsqbIkFStHVBBKa+ztR3k0rhkBqyvmto+c5PGE5p5ygGIZG3vRjShUNB4Xf3trx1sJ2FJdlVEnYyoHUa2l4uJxq5o3HWKpmqQlZmaNUJPhlmdpOmblD2cW9fN3MF9DSkuXzk+WKii0wbRXrOSR9G47hPgqmRqnoL7vPu1U3GyqGsBtstKo2jIdNrroHsFzcjhfMpe4mgtKzEClXgrzkvMJ0upCpV5lxVlS/vc+xXL0bLWBhWCrrpRB5y8J0VIqWRsnUcMrMKidku21HqWwkpQI8HzTVEFgo7rT95W2w8MQFN9p8onptoALil8I9plO+/ytJnix/5otsFHZ0MHeZj+hYPdmuBiJTrpqw//5jzL3/Irp+XKKwuZm2+w2mr35uga/lRz7Epn6yPVFS17Yx8O9ppKYw/pZ2wnMu1kbf3s7yLj/BRUnHzyyUokXN8SVKXXXo8xlEvoivv43SFduJTjgsHBToawqdnzqEs32I2mOrxO5aYP6m7TQ/uMby/jihBYk4PkJg526sgPs8c8amCBaaGLupna6/P0zXt2zWD7g6PNHRLBI4+74uEidcz6bOvz9E8sZ9DH5liYUrGxl7eyed/2EydePzb8srizrBRYkvaxH82UlyV++k799WWN+VQCs4jL6pjv4vTrLwqi6i4w5T1yZQr0qgGpLQskMxobr05jmbyMOj2GtJlt5zgKbHLaygAj4/zZ95DK2theWXdaCUIDZuohoaKzsFa5v30nfLFEbMR+KUycIBjewVQ5XzM2IO4TlB861HGP34biau9aNe7XqYZbraaDpsktlUhz/7/Oc+/wf9NP3LITpuFxiXbmf2oiC+rKTv5mHGP7CZ7jtScOwMXXIHhc0tBE/MIJdX6b3NoHDVXoKLrkp0YG0IMyqQiVqKDRLhSBb3Kyxc0oN/XaHNPwgC2n44jVMTxq7RUZ44zcB0B6ynWXvDLla3CbruLpFrESROuXNpvW+VfGeU0KKDGVLQ7ztKTft+lv/kErKd0PaABQIi067buJa1MaJh/GmT5rv8pHoVzKik9UGLxX0+Wh8ukWvxYdQIVl67hdUdEsUSRCbB2tqDVEBbzSISOpl2Hx33GAROzbBydS+ZLsG5d7fT97+GWX7NJhLfeQozCm1fOIISr8XK55FzFtbBNrRkAZQQ42/rQrG6GLjZFeUMrAdp+VWRkbc3EFxsRDElZghKTRHU2iCRqSLasdFnv1+f91WmLMCmVu1EbVdXJ5UNsloKk7N18o6fkqNRcjQKto+So5G2AiSNEMlCkGLBjyypbsm92u3cC1xlLRZvx37e730bu/qKqq1XKaEcHyqYH8oB2jv5DRzEBY3KMQU4AstUyZvu/J5rW8tyFHKWTs70l5Odp/2dh43y5lwtsijZALlCpe3nXY+KhlHVOlaSHW8Rnv93e2NUn2pZP8g0NVJm4LfO30bBcDQypk6h5CY7oqCWWzsKsqiWWWtKhUpeAW+Xl8kzSlV8jqsgXE4UXHG+jTboxutiQ4jSS3IvkKnkgaaF7dLSzwPEO25i5TiCouEjW9LJm34yJZ1sUSdf9LsCi7DRwvWwUFVJvduqLN+/3j3r/V6611eUQcpei0qUxQzdJKfcBvbJDQB49WV5EVZ4/A8cp+9zo2Q7BN0/WCdxLE3v3xzGuGInHd+fQZ9aY3mnn7UtOoNfnKXhnmdva3V8W0NImLy+jrlLVVp/toTUFPKtQbq/v0LjT8bJtzj47j2CEZPUns2jrxZZ2x6j1FXH/EEdUSiR3t2Cown0nz9FzXceZ+jjp6g7ZaMM9DB2QxRRMll463ZKcVAyBRLHsxTrBVJKkpslqilRj4+hRKNM3tiOHZKIoR7WD7SiJ92drh32oQ7103GvQd1dZ+j44SLn/n4ftl+wenEjjU9k6bozRfjEwgWtbXBRUHvOQHvwKbLX7iJ071PM/H4DwVULLW/T97/XyO1oI7DuoKccEqcsGo4Vab5ngfD3DhGdcoiNl1g4oJK+oh/j6t1YEVjbpOHLOViDbRgv38PcdZ2sb3GTndDICsWEIH4a+m6dZub1naS7NFa2+5ACag5vVKxC8wpNP57E2r8ZtSgY/O+n6P30Cayg++VK9vmIjGco1Gn4pp57OzM4HKD5wXVWb9pPob+eXIuOLyvR8lA40E/nJx5heW+U0lW7SfXo6Es5xt/ZR/K67Yzd1MrkK32uvcWyIPDzpzBqYPaqBP23LLD4sha67yy67LqwJN/oZ3mHhtFZj5LKsnhRGCUaYfmyRpz1dRQTF4gd0ej+xiT5RnfzOXdlgmyrRvxnIygWjH98P2bUFTPt+dghgr86Q7YTGh6cZ2WrxvJunVSfj9HXB1jeK/DloP/WRVa2+wguS7SMQd1PR8h2ghEVDPzvHN0/KhJYc1zZF4EL4H+JSr5VEDg9y8JretGKDtFxh8gkOP3tpPrByefp+cxpZt+7B6OvGfuKPYx/fC9aUTL6pjra75jD8bkEjtVX9OFPS5Z3+VnZEWDg08O033qSxiccci2Cyd/34xtbQDFspt+7/Vmv24VheEL2BmagTB+WRRWz4GO1ECJpBEmZQZJmiKQZIm25/183QqwVQuSKfuySumGUCRvmn7DxoK+qblRYOuDSmcvBzfG7+AU0x3XjFhv5Q4XdUw5Mjq86KbqwJ7+HkxAShClwSipF003qng2/5A1HCkqOj5QZIFPU3QBfUQYuv6kcpITEDWqGi1NSSq7DuBSykhDic6sdTsDZAPpWM768qoZvozrxQkY1yNpT7TVNlflctNLO/E3DchQKto+UEaRU9CGK6oYZqVE2Ci2/Bl77bYMR57GWhG6jqg6K5iB8TjnZZSNB8q5x2ZFdSFExoRWmQMlfWMKj5RTUnIqaU1yRMKt8H3kJtCNw8hrFgp98yYfpKO69UfRh5P1QlgrAFO5199pvtnDbZWXfsGdeeM5nKULFHV4xqtbL72LeXD+xDdq/i+F58VV3AKyDWzn7533UnbaZemWcld1RlGCA4OgKZ9/ThhOPoK9Jmv75ERZe3gZA/CGdpp+cX+3p+bpg0yfTBFaKLFwi8GWh7iSwuMzkK8NEjy4iFYXVK7vp/+iTZN+wn/7PjbO0L0y6P0zi0DKpXj+BFcnYH7URWDNQTMnUX+xDCQZYfONWrIBg+toGgguCs3/cQvOtRwnPSWQ6Q7YrhGLC5F/upff7RWpPpRF+H8Lvo+OuNfpvPoc8PYaesgkeHnfnHtRwokF8Pz+K09uKyBVQDEHDD04BMHtFDcXmEBgmmz6dfV7r2na7DysCxXof1u/tYHWbytof7Cbf6iryTrxKZ+zGOsKnF1naq+D4BAsXqYy/xs/Z9zShtbUSningn0/TcFSyskNBy9u0/SJDcFkSOTKLmi0RfPQsWl7S9LiDP2Vw9k+a6LxlGNVwhfWEDYF1h86vDNN32yLD/6W9co7FhAS/j9VtAfQ1WLpxK/R1oBiCumEHrSDJdUVIPLJA/+fGntO8+79o03DMRBgWDY+tsXCRn3yjQrpfUjuSZ3G/D7FnC+Elm7XNPtK9sHwgjh2UBNZtmh81UUuCzttGMaKw+K69OH5JYF2S3NdE7bkSmS6d6CgEl1yxxvb784xfF2DiLZ203XYaa7CD+HCemT+/iNqnVmn4+TRqwcbsasD2uc8DIwrpPijt6Kb1wRw9t6cxYu5amS/bxcw7t9H3tXmS+5rR16Hzm2M0PZwiNKfQ/zdHaP5VmoUrm+j65gSNtxxmdUeE0Q8OImwILjvMXlGDrSvUTBawgiqxcYu5l9bS/aMiTYcMFq7rof5YjkLCrcCnhiT5tiCheYHW2sLs2zbT8b0ZZq4MMXdZAFuHmvvP0v+VGWQ6Q2xU0vpACjMMiW8cpuPLJ1FLEtnZjJMrUPvoLN3fmKTvw48gw0HWt0To/Ndzz3rtLnCru4GZqFRnyjv0pbUow6uNnE02MJZJMJWNM5GtYzRVz+h6gpV0mGLev4HB8AJV9U60XJVxfbE2dvuynLBIS9lQHDbLmApTQVobD/6Kj5FHzdaqdv4vYFSqKd7xJBQLfkZT9cwVYiStECVHO89KwWvllByNVTPMRK6OkdUGMqkgSkGt4EJcbAobNPUy0LZCxy4DUZWyr1i19kylImQJRLly5l2rX6Nhv4C4d16iWK6sOIbKajrMbKGWrK2fV+2qbmOtmWHm81GWMhHXQBTcxM5zTC1XPSp+WLAR6L3KlgCkwHEUHEvZMKEt0+2FUT5uFfPPvf5llloZE3Uhw/FAy7rrvu4EygKM5cRPmG57zclp5JNBFubiZBYjmBl9I0mvFso0Nu7jiu6O6tJQKzICnr7O00H2VcnreXpU1cMzLvWsNyQVfNSLafhnUzQdcqj91TRaEcILNvaWbqRPo+lxB2HaNP5ykeKr9uPPSHKtgua7Z1jdIWj/vsbgP5soizqL+3WSu+sZf02YwU+Pkmt3sP1AYz3CEixd0cLq3jh1PznL2pv3EjuyxMTbehESVrcLhGHS9ONJohMWgRXwLWWxgq6D+fKbdpDtAD3l0PGlE4SW3evk5PPkWgT5i/oQEloeKeBPwuK+EOnBKCJaQ3ZPO8K0sHuaSd64B//dT5A/0AvA7BUa8vHjiL1bGHt9lOEPdRKaE2RetglHc1l9Cwc0Fl/Zw/rOOsLHA7Tc+extvU1/NkHs0QBmUGAHJNE7nyLb6qf+uE0pLhj4m6eIjGcY+GYSKWDyxnaaDznkGxQUW9B9p4k/pVDqb6LYoFPoiVOoE/R+cwk1bzB1TQ2pQZCm6z1mbushfrZA7KEJlJLFwDfSYFokBxRm/2gTLbceoxhXsAY7IJ2l456NXcPgP42xdkkLLXfP03AkT2oArJjO4GfGWdkpaPzuMDVH55l9VQtrL+1h8O1PUfvIM1d6Bj9TYvCzBsVGncC9T5HZVIdzZpSer45h1EDLQ5Kx1wcpxR3U2RXmLlOwAqAnBXUn8yimINeksbrFh5YXrFzdi2KAlpfUnZTYfog/NE223Y9R40IGWr98jFyrwvRVIdoesBES8gf7GX9tCN/YAo4GxY4Y6f1taHkLbS1H612ucWzn3RnafmmRa/Hhm15FXc9h65LY43MUEz6sIBR7EkQmcjR//RiyWEJdTpI4bTL3x3sYf20NjY+nye1sY/Jj+2j81Sr+pKDvS5PUPTSDWoTg8ALLe8Iu9ujcOm1fO83a5gCKKQkv2qT6QzTft0jtd44QWFJI9mm0/nCK8bd103rLcazJacyIpONnGWIjMPP2zSxe3c6Z/zpAqk+gLqVoOJxl7G/3sv7KzcTGTXI9NSjRCDOv60Tm8uRfd4Czf9JEeN5k8u39z3jtvHHhoe/pCUrZ8NAqamTzOpmiTroYIG3oZEru/3MFHbOkVbyT3GqM3ABjeocul+2rEx+XgSM3AoGn2VMx3axq+3hVHoH7wPdYO2LjMy90VLykKucisG2FdCFA1tQp2c/c2qoO/FlDJ5/XkQWtAsLd0NgRlRyl8uNpz5SxIx5lv7L2VW27SvD0qjzeqVT/+0KSvqrr5l0H6QhMQyNr6RjlZMfDKT197nnTT8nQfo0tVTE2f6bk17ve3vUE1y+r2jxWbiR9lQNWH1zx3iYv+K6v+IdpZRahV3nyql6OpxfksthEVkPJqW4SVtWG9M6tmjruYdE8PZ7zNH6q5+mdy9PZe0+/p6van6IK4F4Re3wRDTk1S6ZTpTTYTPsdc6xu1VjcHwFVId2tMnFdLQtXNTH3EpXIXInGIwazr+mg414DLWsjCiaDX1ogNC+JTBepPyYRNWEGPzVC091TpHY1EJmWBNYdEkeTLNwwxNp2SXpHA2aNJDZq0v2jPGf+tAW7Mc7s5RrZbsnangRWGGruPIZagpoJiBybw+nrwJd3CC0I1IFeuv9lmFKtinAg26bT/t0Jascsah+ZYfnyVsKnl5m4oRFtJYMZEoz+wwGyzS48U8sJ5v7iICN/GEZfE6glQfOXDxN9ZJKGu0apP1YisCJo+NZTlGKCYoNkbYtC7NEAQ/9PkZonA4ROBRh6zzDd31QY+IKFNEx8OcnqDkHtaZBDPWQ6FWpOr6GWJKlX7wApUVI5QvOCxEkLR4Vcq8CscZi7VCc8K0l36ZSiLoanmBCgqazsitL9H4sEFwXrV/Yi5pZJDgZZ3h3i7H/pRZlZBilZu24L7T/P0/6DaQqXb8Hxwdjrg8y8pZ+FA1UeaJpGsU7Bnp1n9qUhIpMC/9QaE2/rpflRm8wVg0ifRmjJtU5QmxrRU5LBzxoMftag4zsarXf46P8Xm8VLYiAEi/tUlt+2h5rjS0z89UWkLu1CsUAtOnTdZTL0ybNY3U103GvT9Z15FBOEIzHDEscPrZ89hD8Ftd94hI5/OESu1cVjNn5vmMm3dBFYtUn3Qs2szcgnttN2X5KWh0uER9bo+tooWt6m+VGHs3/Wi2KBEVWJjGWYekUY6ddwYq7MgHJmklJMpWamhMzmmL22ldhZsJpqSXcr1A3b5JrdtZp6/05koUCpv4n5gxqNh/OoRQGKQqrbR82E5Mw764ifs5h8S7dbabp9isVXdNL6o2na70kiiga0NqKWYO4lOlZAoRRzHdln37+XrtvGaPv8kzgxF1C/8oZtlF65D39KMPa6CM0/nsKfljR++yR93ylg65Kxd3Qyc2UNsTMQmS3hXy5Q8/gMxd09tHz+EOmXDbK2SUXNC6au0ej63uKzPgsuCLQ8+J8OX8if/V8xBj7w6G/8nQ3MlH/cUR1ZJa65VRqdNL2/o/P7XY+BP33sN/6uBJwPGauWIzaBNYKs0fW7Ornf8ej/4G++9v//+H/x2NRLoUkyc0WA2LkWwnOSxOFVkjtcf6K+b60hRyfJfWw3WrJIsS+KlpNovzjK+CcvQip+Br62QsOD86R2N5HsU6i9O8X6NUNEpov4UxbRu06zfv12Cq0REieKZLoCxJ6YJTnQgVa00ZYzDH5qhpmbhhj84jQL17SjWO5mJn3dLhI/PYcI6Iy/tZPuH6xSqlFpu3MBYdnY2Rz+rEOqR6P1p4sMf6iTob8fY+Id/URmJOfe2czAF6cpDDVhRtwNUbosRdP9hWGMHd2AW+lavqyRyY/sxZeDfLOk586iy55qaqB2zKTQ5Kfz7ixLeyKs7ozR/JlHWH7PxYx/ZBe+DNgBP+Kl2+n+5hS5tk4a7h5l6qY+pAL57lqafrGEEw4wcX0c/3qctm+dY+Ld/bTfl8OIhAiuOwSWi8xcEUJqoOUhuUkjNiLJDLmaRPNXN1GKS9p/MIfT3EByCLQCDPzdSUr7B8i2upT3YjxEqD3gAnrvWXUNSesCBOYy8Nfu/J31JK13CFZu2EPPLWMMf7gb/WALnZ85yuoNO2m4exwUBa0kiR9bY+pN3XR89TTYNlN/so3Or55h9fcHWdkRoumRFBPXxej9XpK5l9bixEL0fH+dTH+U+IjN/KUaiROStTdtovUHExSa2zHbakmcLKGuZum4T2dlu4/M9XvRchKh64z+7R5C82DUCJZev4maKQf97idp0/YSnMshlRoKbWG3k9BVy9TL6xn6zAxLN3Si5d1q8MIlgsWLYvjXIbUpxvpm97krDYPoWA5lYoHUVYP405L6O4YRuh99PULsyCJSEUy9vgWpwcI79qBYksCyACHo+sdjiJZG6p9S8T01RuJIG9m+KGoJ2u5e5swH29FXBMkDbfiyNgFNYe7yKO1fOUE8k0FevIOVnSEcDQIrAhmNMPqBHtrvNei4J4MR1wk+NoJvYCsdP8sy9YddtDyUY/kNW2m8e5K6k10kDi1hj4zjHNyOf3YdqyGKE4/iv/8Yy+/4P+y9d5RkV3n2+9vnnMo5dXV1zpOzRjOjiABJSBgBEhI5iWgwNmDAmA8MToDBBozhGgQ2GYQQEiAEkpBAQtJoNJrR5NQ5p+oKXTmds+8fp6q7hT/rXsv3rm8Z+l2rV/WqcM5OZ7/Pft5372cvmW7wjUjyMUH/93NUWn3POhX8YQb1123d1u0Pxqp+O/2fGaTni+cJPz6HWpGMvjJMMaTQ+615Kk0usn+0g+A5CUMTFIMKzoRO8SV7EDUY+OocxvAEw7fGzGPvv3Ke4b/YSM0hsA7PMfVCC+Mf3IH/9iO4Ts5gOTtB8CwYfrd5gqxVQc7Hib9kgKZjJYr9TXjHq8R3C6puiVYwmHhrP0bATdftc4h8kaXdEpHNk9/YhNA0nL8+Q8sv5tCDLgY+ehKKJdo/c5h0P/R89CkmXtVOttVC231LRI5Juv/SBOeDH97Awh47qX4bs9dGAej52igtXzyCc04gqgY1pyR+RYzJazVqLknNaSHfLkltAmXHJsp+QfCsgaKbAK3ru5NM39RB51fPM/zuHnQrVL0S59AStYgHdT5B4LxB632LCIuF9r97gvhOF033jZHp0IjvdOJckDQ/WcWwQOxgDa0kie9UqXoE3skaWt7UYlre6id2UKfn27OIcJDZy2wkt4CWE7gWDNSqxD1ZpNjuZfYKD2W/ijy3JhdH1xl5Wzve8RKZA51oBUHgTIbJ9+4k8sgsMl9g8jVdlL2KuYtRg+SLN7B04xZaP/MEY3+ygdADIzQ/tICazKGWYPYqP633xRm5xcvclQGsWZ2FvQqtv62S2CooxCSzL+/CUAXTz3OQ2Gxj5A1RtFyVmgMW9yo0/fgsis2Ga0qglCH6ywlsywaBX5xD7emg7FUoxlx0/qKK6+Qc1lSFuUusqGVBua+J1ttOET1SpfmJMs5ZBUtGEDleJT2g0P6Aua187CO7GLnZTfLaXnItKlpRMvu6TUy9tpd8Gyw8P8b4q2N0/nCa9l/liP3wAtaMpOqBYtRK7pqtzLwkhlqqUdvWQ3qLj2JAofX+OLNXR9Dygs4758m2K6T7LJTDDhxxidR11IFe4rtd2FKC/o+fQCow9somPGNQ8WukNruJ77JiFEsELlQZf6nbDNqoCva0gSwUCf30DKndYdRNfVgWMshMllKTg4XLA5RfuAvfWJXunxWo2QWdnzzM0g43s5fan3UuWAc867Zu6/Z7bdbZZYTLyfi7NlILe3AuVrClQa1Kxl4bwzaeIL5Twf/TUyjRCMUmQb5JZeZKhd4fJMhtaUJYNHo+eQLXoxdIXTtAz8eOkmsTGOllLFlB68MlUq/ey+RruqBaM8OH0wtU3WB/7Jy52p6sYBteZLnHyuS1GuHjks5fFNAKOhWfZPBNfpL7ooy8uY22XxvUOpooB1Rkpcr0H+8AIRi52Ync1I3UdRJv2Is9IYjfupf2e5PmZopShcRWQeoN+wHY8MUpwqerNH33BIYVgt84hKzpsGOAtvsTWKYS9H3mPKFjaQZuW6L1kRrpfiv9XxzDERfUfDa6vjlK2SewJyQtvy0w+CftFJskBHx03ZsHaeYCkwHZbAAAIABJREFUDb6jmcU9TqrdUbIdChM3NiHtVsY+uR9rTmLk8rhndCx5SfhbR3GMJAidqeEcTICElscrIGH2MpXOH83iGRcUwwq6VTD0thgjb4oRPKtjXRb4xgz8T84wd0BBOXqemSs0tBIs9ygMf3r3St/X9m0ifMKgHLKwtF2l7+sziNFpWh/OI60WEi/dQmCwRqZbQHLZDEF+9xDhn56HvVsJn9RZvqKb4VujjL2uFf+wTrFJMnZzhPaHqsS+fpxczIKWF9hPTKI7JE1HDHJtEu/pBG0PF8l1SHo+fRKhS3yjBr0/yDD19i0QDdP8RIaWX0xT2NaK/6CZe3PhXVECPz6OYyaPMGDitR1kuxx0f3eOro8eYuYKOxPv3cbM5RrLvVYKzZLmQ2UW9lrM9rvcDGl1/f3TDPzLFFpJUg5JvMNZmv/1MK23nSJ0WhI+msE5L5m8uQ1tPs3kWzZgT+lU/AZa3mBhn5k/O3W1FzVXJtOp4B8tI3JFWr53HktWUOwJEvv8k7TeMUIpoBK8+zTVizcgCiUKLZLYo3lEazOd/3oG14wkdLpIzSYwVGi7f5nJD+3B+fgFrMuCjrsX0I4Pk4upDH9wI8UDAyz3KohcgfSeJnKX96HUJE1fP4p9Nsv0VRakRcGeMhj/2MVE75skeO7/B/HQdVu3dVu3/yk2+I4IMpcncqzGzPM9FCNWWr5+ivQA9Nw2yugbWun99iLGtl6WLmuh6wczhL92iIGPn8Fw2ah4FIpXbqF8ySZm3rwF11wFpa+T7i+fp3LJFlBgfr+dYkQQOVHB2NBJYqdk7E82UnNKSpdvZuhTu8jHLAy+u53Q6QI9Py2ztEuYIYUXWXFPCQY+ehLPZBmpSnSbYPqFHmxpnaU37SEwVGPkTVFaHzZACOhtxzdaxrFk0PTdE+T7vEQfnGbs1S3EDtbQ63m3etjH4m4L8dfsIHyqQu2q3RjpZeYu8yJHJhh+ezvCbjMPKtRUXGcXcS4ayKDP3OXTYUfWdJrvncBSMLCcm6TvB8s4FgWjb2hm9nI3ahWCZySuGUG+zTxHphSWuGckC89vpueuHLoF6GlDKxggQQ0HyW0O4x5KQzJNcrNCqt9Kx49n8A1CpT1AxQvNj5knRgsduv7mKaQq6Pz6EIEjcaTLQfAMyGqN/q9O41gyKAcNwsdW+946GseerJJp14gcryGXs+Su2ohu18htCpLpFrgHU7T+toyRSOKcE4z+wwGE20XVb8NzJoH/8Cy930thXQbf/efo/+dRer4zw9I2K0LT8A8Xcc5J0lf1IKoCx0IJIWHyZU1kOuz0/TDL0iu3U4zZkUIw/nIvxaiBdFjJ9rjRQx6WuzWkwwbhIH3vP8T0e3ZjOC3Ed9lou3+Z5R6FsdfFqFyzB8Mi6bpjkb7vp/APVdjwT6Ms7rHhiEuiT1Xo/LbJcCntLVCr4T0Rx7EoSG3xooSC0NvOcrfC3PN8uOZ0YgcLTN7cRjkgsd73FK5phcWLLPR/eYpKAHSHJNfrpfNfzzB7mR3pdVEbaKftgRRT12godhuFnR14JkuMfGQrtuFFqh1h+r42Q77NzvCboyzevBn/aJlMtx1r3iB8PENmwIMlax482XZ/ioWrmph+xzaC58r0/NVT5JstqCWYvKUd389OUnErJDdamPjLi5h4aZCeOzNMX+kgeN8QXX97mPHXd65qcP4ntg541m3d1u332tzjCvkDfWTbVKxpSXKTQvGKjbQ/WKXSFzMd4eQMc5e4CR1aoDY+yfjf7mf0Q1tR51P47jiCfanEzJVW2u4YpxC1srwtBOEg1ifPU/UYaAUInqtScygkN7vpuauEc17S/7kRZi/TaHlM4pqrolTBMpti9hIHWl5gSRZwTZln2Uz+2U7UUg2lKnDddYS2B7NkOjVCJ3Lkm1X6vjJFfIfG4l4Ps1cF0fLm9YTVQnyHBpUqNZdkuctCeqOZxL6020vHvSmaHo1jjRfRHj5O6lV7aP3lIlJKHHHB0tXd2B89S2J3kGqzH/cDpxGZPD3fX8S1UKW8vQPpdeGIVxBeD7NX+an4IHBOEnssj5aHsk8QPlkGCdNXuen9YQbHUg3feBVlaJKmRxcRE7PYEiXcc1WkYeCczDP5kjCTb9tI198eJnSmBNUaTXedZ/YSB/4Rg8nr/BSaVHr/eZjlWy4i8OgklMsQTzJ5Q5jw4QTK9g3IXB73VAlbQsERXz1tV4/6mdtvbnmWiqC8qwdLTsfy2xMkN2gYFsnUSyJMvcAKOzcSOl0icA4mX9WBUjUYv7kJw+MCTcGWllR39SKrVWQmi2GB6q5elMNncS3oZDoVOh6oYJlN0f+VacKnqmQ7BZwaIrUJFncpqFVJzz+eoekpGL05QNkjyPZ6cCQkWDTk3CLp1x8gfLLCcq8DwwKGXaPz5ymkIpm6WiN8UrJ4RYRiuwfLo6eQukHrIzkqXsHSNiuj7zAzRPXRSbBamLi5mejjy7jmqxjJNLrLSvSpMraURKkaKKUqUoGeu3JkXr2f4Lkq1jRM39iBe1KiFgXL3Sojf76ZzruTjL0ihNQU8l0e+m7PI2w2nINxtFOj9N6eZvQtHdQcKtWWAEvbzdO0nYs6mQ4bNYdAtwhGbvaS6VawJyTpjbBwwE+mF1oey5l1MiThw0voDnAuSHIv2kZqg6DmhJ5vmTu7SlEnnZ88THVjO0pvF22fOojn1OKzzgVCSvmsX1i3dVu3dVu3dVu3dfufbusMz7qt27qt27qt27r93tv/47b0q5Wb/yApoF8ZPxJ/yHWH9b7/P12O/xPW6PvfJ9v1zs/J5gdmmH55G213T5Pa10K2Q6Hp6TLz+2x0fW8KPewlsd1L5O6zzL5+C1UPxJ4oMX69Dc+YwJE0WO5RiJyoMnuphmcCAoNlpp5vo+WxKvaFAmM3+tAK5pkqbfclEQtJ0lf1kG1XaLs/ibKYIvHCbsp+BalA7LanUaIRChujpPut2JMGgaNLyNkFipdtxHlomJk3bqL5UI6Kz4puV3D/dggUwexrNtJ821GM3RvRzo0z9mdbqHoNHAsKwXM15g6oDH/4/WLHez4vm758kNFPHyD2hI77sWFmX7ORfLuk+ZBBYouKJQuxR5fRHRa0pweZfvdOdDtYlyFyokim047QJfkWBVvKPNMpvVnSdU+F2cvsdP4sSb7HS7ZNwzWnk9ys4h0zCNx1kswfbccRr2B54iz0dTF+UxCArn94mvlbdxM5UUA9PkTh+VuouhRKfoF7Tmdxt4ZzXhI6XWLyGjt9t01R6YlgHZxj+pYeCjHJwJcmGXtTJ7YURA9nWdruJt8m6PzkER4of08A9H36c7L3U6cpXrYRx1QWUa5Qa/JimUszd20MSx6Cx1NMXR/EsEDn505QumwTU1drDHwjxfDrg4ROSioegTNu4B5ehuFJUjduJ/jUErPXNgFmO+k2leUuC9GHFyn0BrHd/zTGpduZvcxB26cOUr5uL9Z0Bd2poVsV5vdbsKXAPWtgX6piH1tCWi3oPgdjN7qxJQXloMR/HpwLNVIbLHimdVIDKkhof2CZkVd6sS8KfOM6nvvPIqwWSru6efiBD4u9b/ycdM9UKIU0yl4FW8bA/+g4w+/uofc7ixT6gzifHGXi7RuwpSSxX0xDTWf2ZV04F3V8JxMMvjVC749yTL7Ig2tGEjxbYOFiF60PJhh/eYju788yf3WMyL8fZeoDF9F1+wzLe5rxPjxM8tp+AmcyJHb6SG6B2EEzEdpQYeAfR1i+sgdbskpqo43YQ3Gmr4/Q9rXT4LBTHWjFOpUwzwHaHaXiUgjfO4je00Ip6kCpGCxcbMU3YuC/5wxDf7UVpQahk5Inv/fn/+kcts7wrNu6rdvvtQXPFil3hfGN1li8qhXdJvBOGORarHT+ZAl9Zo6l3V48UxVkR4zWO0fxjhlk22wMfG0Re9rAO5RFqrC4y4Jr1pxPLU+ep+/Lo9jn8xjHz+KaBv+wTstnn6Dc7KZwUSeu6RId3xkhvi9AcXs7AM2Ppig2SUY/uov489pIbLXimtcJPDBELeRi+KNbcU4so6dSNH/hIMWoCTjmDqjkL+1HWK3EvnmK0vO3k9jmBKFgaJK+72fxTBjM71fp+84SABUfpF9/AOecwLpcQ7ZFaf35DOFjEvf9p+n659PodpAWFYRA3zVA86EirhlJyw+HkUJQiAqcC1WsGfNwRWHAhi9MY0kWsC7D0p4AtkQV96xOrsWUl0ltEGSv24bvoUHiO+1UD2xGzCzQ/ivztN/Eq3YRe2CO6ec7mX37DuzxEv6ji2gliO/UsCUhejCN+sQpOh4oMXprB5Yzk8hSmVJYYskKZLlC86EyhWbJ8C1ugucKdH/+NGp7y0rfW7KC2u4+bPcdIbkrgOF1kO5zUOwJEfvlDIltUPM5qPgkulUy/6YdGFaFnruKTLw0hFoS+M5lab53kvl9CsbpIZTmJnSroBZyoVTMBG3L7DK2+RxCwvgtUezzBTKv3Iuaq+AbM5j58CUYNkGm14FuV9DtCs2Hq9jSkrJXMP0CK5M3tyKn5xi9yU34mKTtX0/R+4M0UqmfmK1A1aEQOltDqZr5WZaMIHihhlqSZF60GdnejH3OlAgJPTBCOaBhaILoQzN4fnachZf0UHNJ8gMh4tstlHd00fmjefItMHd9G1g0hCFJbVAxRidN5feZBP4hg1wnjL7CQSksmbouROiszuA7Y+hWwcLbLkKqUOoO431klNQ1/fgv5Ji8zo8zXmPgtgWWtqv0/s0JIsck+L2k+xQsmQplP+T7AljTksWbTRmY1ICd2sQUiUua8T4ySnKb+RthSGYvVXGeNE969l3IItqasaUEbQ9VsCefXS19HfCs27qt2++1ZTvtWOcyxHdqBL/xBKF7zpNtUyg2CeT4NLXLttN09yD2I8OMvSJAdl8HiW2CwNkMI29oohBRmL/Uh2tG4hsxCJ8o4h2vong9GOllkjv8zL/3EqIPL+KaLjL7gQNk2i2ImkQ7NoQMeHEkDJa2WbEUJBMvCaDboOeTJ0huNU/wVqoS4XIyf8BF38ePceGtQfNU3z+9hKVtGvHdNpqOGlQ8CpOv62HkI1tJbLFQdQsufGwD7ilQsiW8dz1N98efgsUEALakxJGsUQmAoZnq6nPXtlBoUpi7dQfli/ppPlRCW1jGMpcmscVBaoOd9EYYfXcvtvMzeCYN4rttNN83jVQg8pPz1GIBxm4KUgpDajP10+xBt0H4pOl0fAcnGPzLATyTOtZjI4y/axPjL3HS/8VRPFMVBt8ZxZIDW0oy+SI3pW6T/Wl6uoZ7zmDo9T7U5ijzBxzodsngXwww8v6NBM9J7EkJ5TKOkSU67ytiyQkW97iYfNdW8psiK33f9e1xLEsFhNVK+PE5klu9lP2CqWuszLykDfekwHJq1HTsRRPI5mIq4tBpvGP1HWVLyyQvb6f/WwnKL9pNek+UbBdUvVaa7xzENQ0zf9TMwiUBPJNVOu9JsXCpD+9YgcnrfSQ3m6dN61ZlRQ7G+dMjJDdaCHz7MFpJ0vuFYfNYgY4W+r6fRrcJRj+8leFX+8l0gyUn8EzpFKKCmk2h9QuHqboFXT+cR9QkiS0aSzsUpFglN3IHuvA+Mkxim2Dy5jbG/mo3nqkaXfdWybapdP1wlmLYwtRLmwmdlsTum8VIpGj62lN4JiRKdzuuGcHka7rwTBTp/EUe56yCbofQuSque4/T/w0zsVgYEusyZDqtjL+9n2y7grqQpv1zR3EOpxh5Y5Sef5tAVmsUw+aZR65ZyfQLPHTdncCaqiAMiD44TeRpSegbh2HvVjxTZfTeGJGjIHSDkZs9eCbMQxXbHkixvMGDYbfSeXcc+/Fx7PP5Z50L1gHPuq3buv1e23K/gpyYRtRg5i8uQXY0U2g1iBwrM/zxHRQjFgoX91De00fNJcm2aESOGYy/1ItnHHQ7lAPgHyyS6VKwnBoludmK3t5E/HW7cM9UaLt7iumXRCmHbOhWiDyZotBkYexDO2B+CeddT9L+/VEMTVDxG7Q/VGP44zvY8IUJfKM66T6NuevbMDSQW3rp/16W+T89QOBCBceixDNp4DudxDeUo+P74zgWBa0PZ8yzdHKC4NkiM9dHUfo6GfvrvQinE4DowRSOqSxKGfIxK5PX+Yj9dAz3rI5/pMr8PhtVj8aFd7VANm+yNO2C1t/UaPt1mcH39rC0Q9Dy2xy1WABLwQBVQU3mCJ41qHoMun9aJN1rpxBW8I/qFEMqXffmye9uZ+DvzrF4kULuyg1UPRJDA6MpwOxlNhDQ9pMZMj3Q87VxUv1WIvePYU1V8B+Zp/fOAkYyhS0h6b9tltZHdLo+fpiyV9B0KMPSjVuIX9HCcq8DexyaH1um4ytnWNq2Ki0hy2Vmrg6heNzUwh6CpzMEhquETkqUmiT6LwcZ/ovN9Hx3ESQ0/V9PkOuA+T/bh//u43hHJROv7UCqIFIZZp6n4bv/HDWXJL7DgnA5SW8yBZtjv5wm3W9l9GY/alGyuNtNJWDQ+nCF+HYNQwP3TIWZKzSU7RvM8fdPewn+/BzlbR14xwxGXhem5rER/u0M4ROSga/O4oibY8Z952Ha743jueNJEq/fC0Dy4iZKIZWOe5bo+ugTjN3oRWRMp5/q09D7Wun9uxOUQpLeb8eZvkpjYa+Nmksw8sYW7Kka9oTE/+AglbYgI/9rK2LrALaszoU/jpDtNqi5wLCpGDYVR1wSOSbJxTTEhm6Wt4Xo+NEMgaEKgcEKodM5uu6YxxGXnH9fG8WrdyCqNSLHDGS5wsI7LqL1nhmyW8I4F2p03rXIzDUh1LJOegPI5QyFqELuFXspR+zMXO4g1+7Af3YZPegmcM5Uai/s78U4eR5bSiexy0tyT4jFlw0wf3ngWeeCdcCzbuu2br/X5pqRKKEgig4dd82ju20EzggynVb6P3MB53wFtWSglHWsaQXfRBX3RIHY41V0q6D5yRKxx8tYzk/hH9YZ/tBmLDlJvs1JvkWwtNVGtTVI230JHNM5XHMSxqYInM/R9XdH0NNp1EiE8x/swv/4JH2351jaZiF8QjLyjk6y7Spt37qAJQdtDy6jlGqoswlaHk4x/QIL1qxEtwgG3xJiYb+X7N42fGM1SlEHg28O0HN7ArWsEzlRYujNYdwTMPLWDsAM16S3+un6zgTBu04SOV6jMhAj3a+aDtuA+f0qoZOQvaQbS85kZ+Yu1bCNxen/9FmkBhPXu9CmE2RbNVLX9COqNXy/OEPgnCC+20nFI7DkIb5TIfLTC4ij50lutICq4r8A1kwN16zAMyZQ4mm6Pnucrp9XMLxOtILACHmpuiF+bTfpfgf5jRF0h4ZwOsh1CIbf2oL954eZ/ot9ZHph4VIfyW2SyCMzhA7OE/vxMAuX+kjcsBnX7Gr6Xe6yXtSypLqlg4X9HpTxOZwXlvD/8Gmi3zoB+7fT8liNQn8QpQrKtg3YE4Lok3mUUBDfcIGyXyIVQWZ/J01HJHomg2dEoeOeJYx4gsgRaP3eBYyABy0vcc1A5AcncC4ZbPjCFJbfnsA1J0n3KdQcKkKH4Vf7KEQtbPzMOLVNXSbojir4BkE7cp7F57dSswn0sBdbWuI/Z2qkyel5lG0baHpgAve0TiGqEHp0huyGAMWXXkzrIxX0ZtPpNz9VpOq1Mv7BnUgVRt4QIXxc0vJInnyrgVIBy4PHSG2G3GV9WIfn6PnYUcZf5ifbprHxH8YY+EaKrs+ewPLEWSavsRM6tEimU2G5H8RcgopLUOwNs7jLhu3hUyipHEhJ+OllPGMKuk2Q3N+MVAXxP+rDN1pl7toWvIenKEQ1EvsiWDKSpR1u/IOQum4TLbcdxzOSxXV0kq4vn8O2rKMs51HG58i1Cjq+egbneAbF7WZxjwXdClpJ0nQwQbb72Q/ieU5aWoO37X2GkCOyIVZpqkULuUZNXJUrNB4CRFmpK34Lk8IzQC2ZR6wbNlPRWlTMxD+pYr5nNVDsOooiUTWdctKBUlTqiu2ALlCLwrynYv4OtS4W2qh/owzqqpDowDsP/5frPvqZA6aApGpSuNJqmGrUmrHaFtIsU0PwUSnV1dCfIfJp0r+G3TDFOOuikaIq6srw9esqEqFIZF5DLSioJVOh2LDWRSYbApZgvso1ApoNM9aIjdbt2TSxns3GPn0Ao6E6bwizf8QzFc2FDsh6+9hMtXKENBXca2bfGjZjtY/qKu+m6jv1+v+OOGdD/d0w7yVqwlQ9F5hiqVr9PqpElOtina6aKVQLZv/oDVV2ycBbj/yX6z741b1mHQyeoVYOdQV2CUq5rmOjSaTVIBhbZmdkliv959ljn6JTEziEFQOJgUFV6szqOmcrUR5Ib+XIYjvxed+K6KdiMdCLKqKoohYUU7TUaqq0UxMoFQWlIjDqz9taNXahC/N79edOVM327f3AH5YmWNNv5ilsbcGWkgy+PUrfXz6F17YD3a5A0I9aqpHY4ib2k1HcfT2oRQM1mcNWNYgdGWXs3RtBgLN3gOhvFvGM2hFlnYmXBfGNGviGC6ipAlM3NNH25eN4Q06m3rODtn86ghoOYkSDUK6y4RNnSf7RZgLHk7T/+3mo1vDfI5l8zzbmXrkBe9JAqgpT14do//oi1YADx4LAmtVxH58h19ZJ878fJ/7qHWT6oeWRGgOfHqK6sZ2FfU5ij+fo/0YWgMxmMzxUilgp+wSjb+mk+/NZDIsg1WenHJD03F2g0GKn6lQI/2aS0Vs70e0K0SM6ZY9C/Ko2gt87ilQlnZ94CmPbAMsDEuesQqBURmgakSdTlGJuHEdGmXzbRnq/NsnUmzYSPVzEO64z9p6NdP7dYeTuTbT8KsvQG8PM3tRD5Kh5QjPDk1gyAQy7Bd+YQbpXoeKTWIoqS9ssiD0bzBDXoXEIBAgM6UhF4IiXafn5EuOvaSNyrEox0kzsR8MQ9DH7wtWQ1nKXRuREibLfgm6HoQ9tYOBLUyy9cQ/FiKD9wSyO35yhevFGOu5cQA94UCow8goHG77qRD12gYH5KCNvakWpqdiSYLx6P+EzRcZfHsYRD+FcMrjwkX5sCYWOB7KMvdRN+ZJNaEWDxas7sObasGUMIl88j9HfQd8/zTDy3g3EdwtybT20/yJBMewi9o1TJG7cSvy1u5Aa+EdKpDa5yXQJev59gpqzk/gtW2n6+QhTr+0jfLqC/7EJxt/UQ/s/HkEZ6KYadjJ6kynOqTx6kpn/tQ97AiLHdZa2ayS3gP/uCygv34VzXqKGgvTdkWP0Jjfz+7pxLPQgdFPBvbawyNRbemn/1DCZV+0l+pSO7nfS/rmjDP/9LmQ0RNMjc0zf0IJ3Qmfiw3tofrKKNVki3+Gk9e4Jpl/RiSUnabr7AsMf3EDTfVNYU1Gky0HkN9NM3txO07Eys5ebJ2W6pqG2dwMVrwUlbOY7WXI6Uze1YU9IIidriGCAsZeHcE8FaTpWJR/VcP/0GMlbdmPJPDuH89wYngaQqCmrzlWh7sDkGmVzibAYsMZ5S1ViWCS6TWLYzNeas+7AzXw3pMX8TKrSdNQ1BaOkUiurVIomXSlVueL4hFH/jYVVZ9Aoo7GmfIr5nqgKE1g8BzM0E+wA5oqgqCCKCpRVqNSdoSIRNh3hqCHsOobNMB24YCXWbVjMOpgXZUU1G6X+vlgtu1IHjobFBElSA6RAKdfVtjHviVoHXuoaqfX6PWRD4f2/uQdHt8oVNfoG6FpRp1+Df6Gu8l5boyBeFeZBaTWBqCr19+qOuCZQ6vlmsqFuT/2aa8FavX2k1RwfUjH7e0UtXMgVMCLLJsCiJqCqmOO1JlbB03+58mY5pFoHF3XALRugvo43V1Tf1VVEZBU6VamQNWoUZQUDAwWFqjTQpcAiavi1Aj57CdWum9eqKuiVerkbALJeZ2QdxNaV1pWquYhQSsqKCruoNEBovbyW/37//0+0sdfGcA7Gcc/qOOICsaUf7ddHyXRooKkow9M4EgZGepnQ0ym0Xx9leXcUaVMZ/uAG3NMSSxZc8zoz10dRZxPMXxlEK4JrrsrYy1zogyMEz9dQvB7sY0v4h3SqV2xj+N3dGCcvMPqqCPkrNuL/yUnS24PMvmYjRn87E+/dRvC8Tq5d4hkvMvoKN1U3FA70kW23oZbAdT5ObWbWXCDabFhzkr7PXiDdbyFx/QAzVzpRKjDzPDeG3cr8lWE8Q8sAqEWD8IkCWhFEKEAuphK54zQ9dxWYusaF91SCikdQ6YogVdAKAktOJ/LbWTI9kLlpNxu+NMf4315MOepi4LOjtDyaRSgKqes2oCymcEwuU7i4l8ixCmNv7KDtngUmXmwnNaCa5Xr/xSgVHcNtJ3RaYk8aLFzsMoG424VaNnM5fCeWaDlYxDkvSPcptD2wjHfSFE2lUmXijzfhPRHHM5Yn3WNj8I9bkQpMXa0S+P5TLN7QC3OLtHz33ErfNx/MktxoY+ZKBe+YjjCgNBAl+qtpQudq5DqcDP3NdqavsiOddsTgOLE7h7HkBKJSZfCTO9GnZuj86yepuiTRrx6m4hUs7nLQ/W8jRB+J4zmfInRS0HF/BnU6jiUnsM9kcDxwAktB4rv/HI6FChPv2oIyuUD+kj56Pn2StodrGBoMvSFI7M5hKhcPkO0SGFaIHMkw9QI7ZZ8wGStdRyoQGCwRv76X5icLzF5m4cL7uykHJWJLH1PXh7AsFej7tpm/pUZCuKdMv6PUzHCiUhWwoZvgaQidySOzWZR0nr7Pj9D36TNEjxTo/FmKfItg6iMHcC5I1P5urBkD99kEWjzD1J/voeVRA8am0INuPFM6/kfH6fjrg2RbNXSXhfl9Chf+rIPW++M0PRoncf0Gun5W4MIHukhudiIKJVBVDAsUIxZqTnOujPzwNFWXhuuxIZZ7LHgOT5JrsVJzQOTBSSzZGjJfoPXhApEHJ7AlytQcgtILd7C0C9p+XXzWueC5zfzSoo0zAAAgAElEQVSSVVan4aihvhqvvzYmfUUiVJOlaDAAqHVgUp+EdXvdaal1J9ZY3ddBi6gKE0xUFWSlgTZWy2ICiFWmQ0gBep0JWMtw1Z2n0J874GlcUzSu3wBdVVFnMNaAQAGyUWdMXywVs25meevvG3V2wxCrjnttu4r6dzUTGDaAktDNemKIVUfWQBuN10ab1K/PmvI8F5N1wCdVk4VaAVKN9+tjQNb/zB9RZwBX6yMkZtlrYpV9Whkfq0DNZGTWFgDz+g1QWweRK99pME3U22Xt5vK1wPI5mKitAc+iUc81N2iUS5Er/VjTVar1hqigUAVKUkeXJsOj1wtoQcepVrAounntmkBUFCipK+UVEnNRUH++5NrnrA6AVpg2WQecDQQmGr95bnX/n2zOOcnELa0s7tbQCrC0x49x+S4ix/Okd4TIX9qP70yK+Vt3M/QGPwiB/8kZFve4aXuwQuhUDuuyxDmdp+U3KSbe2IPQJU1Pl6j4NCzLAuOyneSjKkZTgOSBGCW/glQFvf8ygtrfTe9XRlnapqE0hbFmdAoxydjLvTQ/WcFzKo57WrCw34UwoPvuNLalEsEfHSN2/xyD74ySe8XFdPximYl3biLTrUC1RjEqseYMqh5Jvs0MVSi5IuWAYHmzHwDXhTg1p0b4ZJXc1igtd4+y8LqtpDY6MSyS6Rc34R+uoDx2nPZfFai5JJlOC/rsPEpFUPYJpN2KWhQs7LGCx4V86hRjt/agFSX5XR0sbwthTVdYuMhK5z8+TaXFhzUtaPvUQewJc94fvdmHupgm9JtJFi+C1tuHEVUDymXCT2fo/Mo55l5gSjG03TmBZ0Iye5WPYlDQeu881S2dVHwSFIXJF3kwrBB9yjzhWisKqlfuQC2DcDgY/MjGlb5fvMhD9NEUWl6Q2qjS+kiNYthCLerHHq/gPRmn+54y3T9OMvGyMPr2PrNMJw1S+2K0P6gz/Km9THziYjPisHcLhkXQdLRIflcHuU1BSKQJ3X4McW6MxRd1m6d57wmhxqJUnYKx923FsCpYchC/vpeyV0HWarjOLGBdhv7PXKC8pZ34Thutj5SQimD8pV7UoqD5tqMUYoLFF3UTOluh5lTJdoPUBPa4YODTFwieBuPEOWxJSTXsJN/jX6l/4JtPoBUkrjMLdP84iXdMoqRzhA7Ok+twMvJXu6hFPMzd1Ie+uQvt7ARich6pQPtDOTI9UGr3kW1TqYXcLD6vhfDJGpkOjeLzNqPOLBHfqVDe2IrW1krk9pPU7Cq2pMA5L5BjU4y9solcm8Ayl6b/fx3HkTTI7Wpl8qYWShEDQ4POX5bp/tIFlEiIxT0Waps6yPSArFYxNAgMGsxf30Gmy8bkm/uwDM1S7Wpi9go3npmaGR3RBdah2WedC57b9NcADfrq6r0xKTdAy4oDqjsdWWdqnvE9pQFwjFUn0mCEFFmfvE0woFSUVRDQcJ6iHtLRzBU/0gRHSslc7YqGjljdAZigor4irj03r6+WMUNytXqIqgHywARZVYEoq8j6HyX1GeEEBGZioiZXWZGGc9IFQprtqhaUZ4IXCVKsaau6idpqOIiqAtX/GNISUqywKI3rPGcTdUajETqp/0mrsVK2FQbEIlfDVlBn93gmaDNYHQfa6m+xGnXHXmetGqxGw6FrchVI1e8hdIEoqc8AnFjq17IYJhB+jmAHMMOwQq6GDusgQjQAp2aA3TDLD2AIarpCoWalJC0YUqEqoSpXw1mN4liFji4VqoaKUVERFQWlKFDzilluUW8rtV6fNeN+JZzVCP8pDUav3l5rxsQfIuCxLUtsaUnXPzxN5FgB/1CJyWvtlIM2rBmd2ctVjJEJov92tL4okOgRH4WYRHeolMJ20pskoqojZpfo+Lch85qjcTy/HSZ4XkfNVag5BYbdglaSaGXJ7KVWCPlJXBwh+bwuHIuSzO4YxbBG7KBO7zfn0fI19IALW8qg+fEs3X95COPkBQyHhvB4mLwpRu8decpehVKLk8jxKoYKgx/bQuCcxJaqMnDbHM2HDJb7ndTCHloeK7Jwcb3yxRLLPVbsczmWtmoYmSw1pyByMI5n3DwDJrXBirJjE9qxIXp/kKIYEcTfuJvu783gG6kw+8II9oTEO2GQ3Bcl/4p9dH9/hvn9Cs7DI/hOJ1nY56LjgSxDf78T64kxnHMSxeMh+tA8zgWJLSFI72sFq4WWR03dKS1TQt/YCaeHIBKkHIJspyC/vQVHwkymDQxWGH1dM/k2O9HDBqQz1JySQgwqboXo0SJqSWCbSpPaBNWuKP4Lq32vViWJPQGEhKrHfCYCT86ipvIkNzqoNXnJx0wtMe+4weJFLsb+bAslv4JzvoLrfJwN/zRKx/1FWh7TyfQ6iD6xzNI2B/mYRsWtMPT+XoTbFOxs+uUo0SdMYDdzQxsVnyByvMZyt5Vst0EpJHDNVWFzH9JqwZ42WH5+P9alPKHTFWzjS0RvO4IwBO2fPczoJ3bjmpE44zqFiEbZr9Hz5RGsF0zGL3dZHzUnlK+7iMiRNOkeO4bFfNaLOzswLt9Fpg+QkoVLAqQ2QW5bDH10Ete0yabNPM+FVpKMv9hFdXsXsjVKzS3R5lK4pgX5mJXwqSLzB1x4JyqkezX8w1UW9lgYfF83vmGY32dn/PWdpF6+jYpXxZIzF8WjH9tF18/StD6SZ3l3M5Pv241rMofr0BjFqEH/h44QOJ1BGBKjK2busDNAWhSsaYGw2ZAa+B4aJPz1wzjjNbQCVAdaEY8fp+PbIyzu0si2aQgDBt/X86xzwX9/+lu70oRnrqhh1Sn8zmTcWJkKuYZ5kI3Qgwl0zJCB6TRXGJ+1K3qjvuquMywNAGRY639rM5TqzEHjc93+3DyfVM37N4prMh1rWCkJSkmgZlWUnGqWTzHzk3R7vUyKXF2pr2FClOqaNl0DGPWKssIANdp4JYKzFgD+Z2VurO4bTMDKxZ9L/Ru5Iobp4BsAVazpnxUGcJVtWAnBiDo4bYTCFMy2UOvlq7eLUNeMkcZ4aTBAghUmxwzdmICSOghtgEfqIbWVcFajeY3nVn+pNdjDNeP1d1gpoRqrOVVVQblkZT7v5VyxhZFqE3HdQUlC2qiRNWpkDUnSsDNeDTNdCpAuOpBVZQXsN8aGVCU1Z33MNlhEQyAVieFogMX6+JT8zlgRq33+3wG7/0Mt8NgkVZeg8MLtLPc4sJyfpvmQjmERuE7NETwDyVftZvmmXfTcmaP2gj0UY048E2BfKLK03YJzTiG5M4BwO1m8oY+lnYILf9oKqsribgVOD5HtMlDzJmOjlcxtusbQOMlt4B3Jk94IuRYV71iJfExl9PUx1GyJhX0efD94CnVigdpVu1HdLrR0iclb+zE0UJeLFJoF8e0WnJMZhAF9H32apR2Cxd12Rt/QgmsqT/COY4zc4qDiszDwLTOkVWuPmM+ZRaXrm6PkrtlK29dOM3tNE+GnM6gVSdPRAsOv8TP97h1MXxuk/f5lghdKGHML2A6eI/ZomqpL4PvR0yDA/ZOjjL+qlYGvzCKcTpa3BAgMVpnf76HlUYOZN20i0wuzt25j8J1RdIuppu4/OMXEK1uJ71TxjuSZvyKINrHI5IcuQk7OYE1DOWhgyVSxx0ss98PsZTY84+a86Xt8nIlb++j7xiLhEwbhey6gPXmOzruTlLoC9P71MbQzYzTdvYp4tILEM1XBsSDovruAcyhBbXySqZc2Ez6eIdtpx3shy8yVFtSKpOWOYXq+OUXo3w5RdWtUoz6G39PD1AucuH9znkKTgjI6S/hkgdCxDMGfnaX3o0cp7O1h6BPbKW5tY+q6AEvP78SwQCkicd77NMUmQfNBc96buM7K8Gs9DN/aRPCJOXy/HiLf48U5GEfm8ojNvbimJKnX7KXvHy8Q+s5R3EcmKDQrBB4ZQ7iclDe20vK14yzu1ij7Bdl2jZkXBMh1CuK76nmEikBbLtL3qTOMvKUNR8Kg+6d5XIdGUPu6UKoGzgUzebniFXQ8UEJLFBHTc3XQoVFzQ+BcluQmB/aExHroHBU/5GMaKBA8DfkWQdtDGTrvnCd4OE7NISjEJG1fOo5rCsZv8DN1tQvfkVkCQzpT1/jIXNFD2691xj6xl+Q2H4UmK8VmJwt7LVQ9Ei1douOBLNmL2ojeN0XyugG09haqToWWb55m4jo7qTceALuNznuzCAO67ingP//sc8FzSlo2G1MiGihnBcyYOTeysTJXzaRLaQiT4YFnJtAKoJ5/YNhYyYUQVWWFkVn17Kw6z9+xFQfXAFMN5kHK1XyKRpmlWPn//xNb49DNtqg78UaxdbFKBtSTXSVr2k9S/1CYDqteXyH+o1NeCxQbK/gGAPsPYR9YbbO1v137+XOxRq7WCigx2Q65NiwlxWpdV4DZGnCgSGQDeInV3CJhrIIzocjVYq74arGS52Qmf9c/aDB5v2NCimewWVLI/227/r81w2qsho3+N5cRjbFWZ31ETaAXVZI5J6dsLRhSUHWqVKyLqBjoKKR1J7PVACOlJkazIbIF2wqANcN+AinlShgYIf8DgycbIU9hMm3U2ddnhBTXjIU/NJt8bReOBcn8PhUUCJxuQqrgevAMox/YQc83p8hvaSbToVEO2Sn7VVzzFZZ7VRxLTmKHilhml5m+oZn5a1qw5CSRY5BvVjDam2g6ZjD5oYsQ0sBwWMhu9pPpVilGDVAEA58fQ0+mCG7eTT4Gs5c7CJ+q0XTnEEiDwKCbzKv2Enx8hsQWG8WrtqDbYeAzQxQu7iK5N0z3N8fJ7m1j9JYQsSeqKF3tDHwzycQNIWp2iZrIMvXu3XT9vIz20FFyN+4DINflwtAEajKHrOkkN6ks7t5Cz6dPoO/sx/Pr81S3duOeEFS9UApJ8h1u1IqBpaMVlrOMv9hP1SuZ+sBFdPwyjWGYIWnD52LotT4ixyT2xSKRbA3r8By2pWa0bBllMcXk63vwTFew5GoYSwnafuUn0+9h6NUu+m7PoreG6frhHHg8+MZrlIMa1vE4ySvacU+Cc0lHLRq4Ts4w97IeWh4toA+OUNsbYf7mDRRaoPOvnkCJ7Ea0tzD01igDnx9d6fvEdoEzLojdP4coVyn3NlHctZ/w6SpKsUopoJB6mY/YEzXKPoXc/i5qDgVvkx/nr0+j7xqg6548s5e7Ke0foO3bFzCyWSp+K/aDp5h/x8VY8uZ2c8+4wD6ZJuAJs7hHoemoju3pKulXXYQjLvEdW6Tsb6bmFHR/aRBjOUv14s1odivO6QKzL26l6XAWdWiaaKaAzGSZunUjzgVJ6GiS6OEieluEucu9ZshpJIjUJKGzOnOXqGgFzLCkw0z7cDxyhuUbtrP06gB930kw/IYQ+ZgbdccATY+nUMbn8afcxPc00/WzItbZNPNXx/APuej+WYGZF8fwTBqM3OLBOSNo/pcnSb72YjzjkuCZLKlNHjyTZUJH82AYzF3dTOyOCwS+NUrpfQcQLVHKAUH7r/JoiRzLF7Xge3KGqqMd729HGX97P0oFwr8aYfrVvdQc0PGLLLrLwuJ+P/7hCu7BFFM3d+CaN5h+WTulsCTTtZXAOUnogREQAnVsnuiSC6kqpG50POtc8NwAj2asrC6RAjSJ0AyEuurIpGag2ms4HBWKRStGY5VfVczEVUNgWCWiBpacQkUxVpJAleJaxmYNDW+AtLDq9DXz/ishKmmi2hXGRTUdhVjjIFadw3Ob/c0QTN3fSVbCREIRK4msKzu3agKloKKWBaIGakVQc5o5SyvOpw4QVn5Xd+orCc2AYjEwpMlgYIiVkKEh67twGjkvDZDImvoZot4fqyyJeI7hPGA13NjIzRIgDYk01NUk2rUAsAFK1hJqinxmIrL4nVfqrE7jf1EHP418rjpb9QwAowBIpL6GSarnFq0kcevqfyukhc2AYj1kpqzpw3q7SgmKMJ+BleT4okpR2BmuhSnWLGRqdtIuJyqSrG5nsephseRhoehhJumjUrCaTKQqoSJQK2DYWe3POqskquKZO8OEuePP4q1QzVlX6Ly1IH+FlfpDMwnhgwukNkfp/lmRpT1eXAs6k3+6g667k0iXg/n9mqk0vkFlw1eWQFNxxO0sbVOpeuw45xxoBWmu1O+dpNYSxDtkoBQqxHd66Ll9CakojN0SoOcHS0CQjh/MoBsS6XYimgJEHp7BtaEJ269PMveui3DMt5HpceH/5VnyN27B8LtpfmwZefws7N3KxNv6iR4uk9imoZbb+b/Je+8oya7q7Pt3bqhcXaGrOucwOWqSZhhpBCiARBBCASxLMkEm2B/+THgNr5Hz59fYgI0BYYIAg0FIgBFIQgFJKKEwkiZo8nSYzrm7qrpy3XC+P26FHglkNHr/YXHWqtXd1d23zjn33LP32ft5nh348fP0HmzBmpwmd8lWltbpeBYl7f/yHLI+6qRExhJM/+keCg5JC/eSQTHkYuDmZnpueY6OexOU6n0owQCZBjf+QhsTF/sIDdrUjdlMvEEhcCZNri3AmXc14p9uoP0fn0ZsWYcyNI5dLKK4dNrvTzJ+WZi2Rw0Mv4rtUlEMi4lre2h8PsfSpjD1+w3qjxhMvl7H1jRaI5uY36rRcMBAWBpKwWDykiitXx5k+C+3OsJ/Asav7aTt3jlGrmkg3aPQdXeRmSs6CQ+WyDe5SX1iD4oJ8UMF9JwbrbWF2Q0eWl5YoPmpGLktHdVb3/6wQTGsMfH+JtyLgvafTFMKxykFFdK768m2Oc9VttHBxgRHVBqeWmJhR5RYrt1JYx44QTR+Hol+F42/TCNtiRFQWPxfu/AsSIohgVbQ8c86J6/pvYJV/zzE1HV9LK1R6fr+OLOXtDH3+ibiz6XwzQVAKKTfcR5q0Wb2ci89P0xRqHcwR6F4H54HDrJ0/Q4Ck86GNXBDlKb9NoWwh4bncmTaPdjJFIGxdqYuUBA2hIZstGNn0EN1AMz94Wb0nKTvm7Ms7m6k71vzLO2IkVgtsC+K0vyggZyeo+87bhidhFAd6S4ohdw0vADeBRvPkknrYwLDp6DWBUh3CDrvSfAX/32HM8FXOV/+/ub30PzLeYqbu8i0riJ0xmLyimbaHk6jTS0x9bZOmh9dYHFfG+Hv7Wf5qu2Eh2wWNwrm3txD8xPLKONzyMYok28I0vmDCSbf1kYgEkWqzuGi/a4ppFtnYWeMha2SUqiPxq+/gNLZxvQbG1CL5Yf9Fdo5OTyioJYNaPnilkCilHf8siHKqVhFhUxBA6PMyimJckrJSd9IAdItKbos50RsOL+3vDb4eHlUp0JDN4RzqpeizF6Sjv2sRA0qBsd0nCuH1QSqoVQp1edq9O2KptWK4UsVpNdh1jjgYhuKqsOSqWBUdIGtyzLlT3H8Gr2Gc5GadPAmBqAIpL8cthAgTaU6D8ISVQyNdFVoTSvSLFWg7oojvVWOGFWiL6/lpF9SqgZZ2uVoQ+VVjt5VU1NQA9iqte6Ioop0W0gXzr0sj0FqsgqEt4pqdTx2TnPGpThRjmoEUXEiOBWns0Jnr+C8REmB0oq+V6Jn55jSoqTUUqMrHbIVToQs422kLrF0C3d9np74Invrh9jjH6BHXyakOJOjo2Jjk7RNpiw3jzWt4bGFVZyYaEKWnzHThQPIK7PcbI9dc4jK99P22IiSgppVsDNehE7tWWFF5BTx2hy+39FWiEvskI/+b8wiZ+bxNK9juVOjbtTGPjrA8D/tpO97SZTlHHbIjygUkX4v7d8fJnFhF8WQQEjp4HZSktMf6SB0CuLPJ7H9bjr/+hmkz0dh71p67lhCLGdRjQgnP9qGZ64DxYTguE34oTm8w0vMvG8bzf/xAmpTA6GTI8jOVgyfYOzyCA0HShhX7WT6dYLmX1nMb3HT/88nMTZ0Mv/HO2l+cJrCZVvxPTUI9OE/Ok3q7dsARwOn90Ca+ME6pOasyelySqjv2/MM/sMOmp52hAE9AzqB4WWUZIauz41R3LWKiTe4aNwvyfQEWW5XCY5KYj85hiUlwraxe9sRUiKyBQoxL2oBJl7vrOVQ2EfTg5O03ptmcU8TniWL0asakBq0PG6AhEyLRmBM4j86g3tzO8n1YeKHipz531tRDEHj/iKesST57gjCMOn68TyDN8bQjgwTDK9meo+7ek+7v3gCY30n/qkS8xd30vx4gqW3rWNxgyAwUXseFcMmOJxB2H4yzSqD721CLQq6v3CMxbeuAwH9X5uGYglxWSfpLvD1h4g9uwALSQY/1cua2WYCh6ZIrOpg5JZtdP7Nfof1pELDE/Pk+iIYfpW6B09gbO2l/RcWqX09ND21jO3WoFyewzvv7BmBJweZvm4NTf95mKWrNjnp1UPH6XBtZGl9AM9cgfybz8M3byJVQSmg0P/NOdBUglJiRnxEHhkmecV6XMuSVf8xS6k9gntglplr11God8afaQepCfRcnMgdB5i96Twan1igFIihWJLljTH8YR/q6Cylbf3MnefB8tgERyWup08w9fEt1D8ywcD/003bowb/64UngCfgvS9/xm75+req39/8ww/Q94M0meYwS+sDFPYFqT9mwGISdyqMsqGf6T2C+hcF9UckhbBgem8dbT9cYmFrhPYvH4FwiPCAwdQFGr3/cAhZKmG73chVXcSemadQ30DTo0sInw9hWjT+KoGSyqIWW19xLzgnDE+NMlw2NKpDP1ddFtJrIXxW1TgLzXYMuXAoj+AYLctrI9020mMjg2b5tCqqmJ6qUdJthN9EDRkoPrMMYKVmUMtGVlQMopBVNo5irkilSKogZqlQA5a+2maXU1PSoajbLon0WKgBYwWQVpQp2CtSO7rEClgO3R4np62UVhjespNWSUfUgLe1SE2VGQc1LIu90uFYkSqsUNJ1J82olMovk/+7Rs92QOtKSakCikV5jkTFCVlJ466kMd0W7kARPVREuGu4l2rKyFRqVHtZea+cSqqCpWtRKyRV0PhZrMGKk1NxkOUKMPurbE56sga4rgHzqTofQNX5El6L9vok+2IDvL3uEFvdWVpVHyHFS0jx4lNcBBQPjaqX1brJBb7TnB89QzyadhxoHIA8FoiSwJVUUPJK2fkrO8iKLNPQOQvnVQGC1zpfSRe+Fm/3d7P13plmaUOQM9c3YW3qZXG9StM3DhAYKzD3wV007rc5fVOIkXe1cuYdYbLrmpi8LIb0e/HNlfAkbCy348gHRwsIE3yLFkubwkxeVIdQVcb/dDO+w+NQMkAI8lGV6IuC6EmL+mMGakky9r7VZNfE8C3YqA1xzvxhO8LtYuqSKI3Ppmj7zLMsd+lkWlVW/WeKhU0qTc/lET4f85u9pLtAZnOkunRoqMd/dJr0eS2kO1RyDQo9P04x8LE+tESu+gxEj9tIBVKb6gmdglxMxbtoIUslxJlJsGzobGXmfDd6RuCbKVEIKygWxJ6ZR9RHKL1pB/mWAMqZCUavCHPqQw24Hj1M291TtD1sgRRoecC0mH1jE/XPziNsSTFm03FPCleyxNJaHU/KJtMmsBeWiL1oku5UmLrATcMLFpHTNosb3cjJGea2uRi/soXZC2IEz0Bu72p8pxfp/soAnZ95ge6vDCBCQdRnjjL9OjeLWyQjV0YI/+B5+v4rQfMPahge06My+K4A2SaVlofm0XKCrp8myexbTalO4F4SSFVh/uJOXBlJ+8MFAo8NYJ0a5tSneln1vw9x+sNtpLe10PbTabr/8SDqml7qDs87oNzr47iSBv7xPAOfXs/CBi/JXp3QsQSZLj9Te32c/mAr7b9IY3kE9ounmLxhDXVjJpMf2MziJpwSJO1tzLwuiDdhgWlTiKgUwypShehTkyxvimEPjDC3N8bCJh+Ll/WiZ20SaxSsaMBJYwlB00PTaIXy2P2SrrtzzG5XGPvENgJTFlMXx2n6oTM/gbEcy71+Uhd2M/IWF0Yd9N2eJdmnkLlsI/XHLGQ+j2LCX33lm7/18/b1a75Krj1A7Eiehl+M0f6tU8xv1sns7sKVKDG9L0rD85BtFrgTJst9ksb9TlrMCApkocjS3jb8L07iLzuvyupeBv5uI9MXhTDr/QQmbZa2Rpi8cS1SU5m8OMrgzW1ns7J/TTs30HJVNK62eUpLYGZ1WCG8hgCZV6EsvGfrtU+sRmIsAUXV2Yw1h84rK7ReCZgKsqhi5TTsoups9pUTbjmlJgxHc+Ss1FVFHHAlY2ylD3GO+77lszF9NrZnxXVtgZXXaoDrklLF8jjMnnLkQZFVjSHLLatOV0Uw7yyMTQVsayiOeF6FZVMR45OAUdaxMc8eu/OHKxwhqFHJK5if19IqjLDy/ajes4pjU8YwKaWVDpoEt430m8iAhcdXos5fIFqXQ/caCLdVBj/jRO8MUQMaVxhgmqzKDVQdPFmZE2rg5xUifBXxyxpj7DUYfPGSV/k9WXbKKCnInOZEliQoLou4J0Oba4m4auMRGqp4+eQrCDxCo0XL0+eepSWQQvVY2B6JFbCra8nw19YMpuKss4rmToX9qDj4CmEoDjtwJTV/5UHh96gNXx2k/ocvEjlhM36xDy0H6bdsRilZxA/nCA4s451T8E9JIidtPA8dJjxoMnZ1M67xBKGDc7TcM0Hk8RH0UUdnJXBsgUybwDcnKVy6FdeyJPW6Lhb2NDJxdSfxx2coxJ1Fko9p+O8+SMfP5vEPp5jfojBzeTuhYZuly/ppfjTFcl8QtS5A9FiepidS2EdO0/3Ph5nd7uXMjR20fPsokRMwe2UviiGZurQBGfThm8zR/GSa8ECJ1Oo6FAMGbqxHn3MECA2fwDfniPXF7jiMJ2kTODYPwOCn1iP9XpIbw3TdMYPlkYy8xUX86QXUomRhd5yl85vxHhzFM5PD2NBN112LdP7cgC1rGLi5GdslWH3rFHreZuzdndiqwIz68T15isZnJIUmpz5YZMDElTRpfSzH6b/fyNw2jWJUEhiVGH6FZK9C47NZlnJCKXUAACAASURBVC/fQCkkaf/xOI0/GUQrQKJfh0SKubf3oTbEmXpXP8XuGMvv3A4S1nxxhp6vDpF92zaEZWGsr6W08jGN/m8nybRL0muidN61xMTFYQJPnUHYssycde5T3akUpkdl4C/WMP3/7mLNFyaxi0W67s6zsFFDTs0y8afnMb+rnpF3NaFnoeOBPEvrvCgHTtL+kEH9sQLhwRJiKYV3tkTT/gJ9/99RRt4aINckHXq7AmrJxpWSRE6AO1Fk6q0dtN01ieFVMCIe1KIk/N+HmNqrsLi3Fd90EQDTI/AkJLGHRwkcmaH9kTxG2M34xSpLF7Qx9aYWsq3OZtD2SxvFsGl5wskELK7XaP3vEWaudUQuh98ZcCJFfSqBMYWeb0+gzSbpeDCNO2FQCCvYfe0ER179M+d98DCu8UWs+QVm37mKzh/NYLoV5rb5aP3RMLkGhVJEUgppeGcVpi70YzdGaf7lImzqR8/ZzF/SSdNTSZT6KNOvr8c3qTipL8Om7q6D5JoELd84zPzrHEyeKynwz5ResV/nZvqqhnkFw6rCljHLANaKY1N+D8p05IqxXml3yqmgqnJyGYBZwYRUxeMq7JQKJb4axXlJ39Ta9eyK4B+O0aiylc7R6Muq0q2sKTqD43yUhd/UrFJOZZX/R605NRW6do1VI2sGVNa+igpTZ2W0B2oMoDIoFrOWTnqZE2eXfw9V/R/HmTy3sTsXoiZHsMLJrLDUqurarIiqlOdbcVnoHhOXv4TfU8Lvcl5ut4HmslBclsP+UjjLUDvMp/L3Ve0hzpYnUB3mWNV51O0qfbtGEz/7uq966C8Vbqys45e+JwCXTV0gT7svQauWwCdUlN+w6FShoKESVTSatBRN3jQ+fwECBtQZVUxYRdX6pf13hD4r6708T5WIZiViWAnK/t8C6/8Otb7PDTL5gc3M7QAtBy2fe5a5bQrDVwcYvtLLyJURSmFJYh1EHx3B3rmOqQtUQkMWo9c0M3pNM6f+tAWjq5GZyzuwNRi6qRG1BIV6weQ+jaYfDWL4FUIjBVwpyeD7mggPWJQCClpBkr5yK0zOYp8+g1ISGAFB+J5jRB8YYOwtIQy/gMY4Y2/2MvWGEMvX7UBpdMQAu+6cwdjUQ/zRCRp/dIrGO48TmLZIr4kwf16Q4XcEWFrnRtiS8GlofdxkaXsMAE/SwjuZZXGDQAnVERjNMnxDMwMf7aXv/xzDDrjRik7Kr+ffT9PxoEliS71zXnLD3E6gWCS5Lkihwc3cniipHhcLW4P0fWsOxZQUO+tJt6pO8VAPLG3wIYIB3AkTPWNSCkmSfRpjb9ZxTSXxTSnED5u0PGERv+skdcM5mp4tok8nKUQUgiMw86Y2cju6KEQF+UYJpkmmA6bf0o6Wk6h5k3y9Qud9aWyfB3SdXFzhzDVxClFX9d4n18Ds3gh6WlD3/CT5ziBtXz3C0mW9NN1+HD0tOfMHjWTaBFJxtJOkJmm7e4bBP25DbYiTa3bT+W9HKO5ZS+yoQaZT0PFPzxM5ZWIEdbwLNkp7C6ZXYbnLjffAKHNv7mZ+ixelaDFz40ZiL9r0f/EMwhbkGyTZJp3Y4TTeJYvlbp9Dy15YohgWTO92k48riI5WVv3TAOGTadIdHqw968l02SxuEhhdDYy/sw0tkadUp6KYAtMt8CRt2h9yosOGTyG5yk8xotL1wznCgxZTb++iFHLUuzseKGL2NiM1aHg+S2p7M7JQ5MzbA7imUsRvP0yuzce//OVXX/Uz98njz4FhorY00fj4AsX2CKF7jtD241FQHGhA//85Sd2pFC2Ppen471lGrgwjx6ZQUjnciyXqD6VQEmlKnTHiB3M0HCigLqY587YAhYs3ETpjYW7tp26sRMd3h5AajF/sfsV+nRtouaL7YuMYn4pBLlOwMVakkYwaiBg4e8NekbI4CwBaEUyzqTHBRHmztkUV+KyYwvkYvaa8S9mwU8F1KCBM53q2Xo4+qBJbfQ0bv5BVTIp0lb0tS6AUFdSCwzozQraDLXKV/6aigGyX+1Ax6rqsOTWV07d0Ul5SCihr01Tnpvz7qpNZPdm/pI9lyr4wHfZXxSkQUoB57kN3xkrViEohQacKZK8ws6qYoUoaRTggZ91l4nMbjqOjmlhSQVNsdJeJqikUpXNPhaHUUnOVNWM5UaNqpHCFs4PLRqg20lKqn6XpFqahIgsqwlIQlRTnubYV6TOxYs3KyjpWKhE7gStQYk39HGu9UzSqGUBB+XXUrnJThYIbnaBSIKzlaA6mWVCdjSu17MfKagi7huViRYRTCvssFWhWRPyqTmeln7+PLRQg12qjZRSans6Ru3I7+rIgNGzjTll4R5MMXR+j6+c5ZDiINp+m769OYm1bQyHqxbUssScFuRYPsUMZpvYFafvXo0y9byO25szx6U/2Ej4O85u8KIZEywoMv0A1JKEDs1jDY7CmF0UIuu+YQ6TSyI4WlteGCQ3aRJ8YZ/ADHVhuSfsPRhm5qYt8vAX/pM3kFU203TFMZlsH3ukso28NoebB8kL3vx2jKRhk4aJ2SgGF2HMJkhvDhG5/Dr7rDH/kyhC935lh9vJu4ncepXfSz/L5nUy8fwNNz+ZI9KvkI0HcPQHqTiYRlp/wT0+gRMKYni7QXYS+9wxn/nE3nkVBYNKmEBHkeqNkGzWKEZ227wxQ2tBOrsFF5LkZxt7dRevDKdAUXClBts1m9efHKKxppumZHFMX+mh+ukBpczdTez00HDQodMfINQvih03yUSel0/qLRVhIYGfztD1SxHVsnIGP9dFw1wTGvjUU4h5mzg/Q/SNoeDrB4B9GqHtmtHrre789ixyfgjU9yFyObIOGt7OV0PeeZejvzqf38yexUsvMfXgXAzcGWfXpI+g7NiMsG/84yKZ66u4+DKu68IwlkR6d+KE6lq7fhhEQ5JoknkWBlo+xsFHDOy+x2xrwJGwaHhgnt7GVUh3YmsrSB3ro+c9JpKogfW6Meh+WS3FAua0wc9NGbB1KUZvmpw0m3tJIId5A62MmyVUKkftHaK3rx//EKUQggLe3g5m9URpufYq+02sw6zzoLw5jZZziof7JAgubfOSbJNmmBtq+dYLsu9ciLHD/6gSzN24i0w7935hibl8zqVUg7G5anjAgsQzA9O5zDwlbLfVM7w2SbbNpecJm+qOb8U1LjICg5eElkpetxvAKCvWCpuc0LJdk+j0bybRL9Iyg/pib0JOLKE8eonTZdpL9LhpydSiWQM3bzG/S0fI6npkcQx/uofszhxn4m02v2KdzinOIghPBqEZTKk1zHBIlX9afEeV0g107lTvh94qzJM7SFKngUURJcdICFVyOLpHu2om9gg2pCq5V62OVHaKcilIsR0iqCrMVR6Nipc5l5CuaUu5TJTqjVJwtqno7UnPSV4AzzkpKTgHptqsA1JXg76oRV2qQkLNSKCsUlKVuVyNOFQeqJgZZi7ysTOlUhR7PsdVo/VR1h0QljVfB8KzUp6n0X5VYeY1iwTl9aYqNlIKiqWFYKpalIERZkbsCCi7Pi1yRzrO8ds25rUTDTAFFBZnXnH7kVWRGw0i5kRkNUU6pViNBr8HZPUvNmPLn22VV5MoclNfYsuEha7sxfsvHzFFedsZaslWyeTeJRAArrSMqz9TKg4HzT2epfStFpcqgfCkz79emPn8P2qkPNxI8o9D8VAnbpbK0WqXrB5MsrVNwJYuMXxEnMAZaIsfI1XGGbmiguHc9arpA9HiBwESR2C/Hmd+iIA6eou0/jjB/3QbyjRLTB8FR6Pu+k0Jq/vYRPEmHKhw+mSH0sxexIwGm/3wXc7vrmbkgyvhbG5DRELbXkeCP3HeCmSs6aHu0ROd9BugawVEb35zNcrdjECfe1YMRUDBCHiInbdpvPULrYwVm3r0OWShiaxD9z/1IXSVy/ynS1zjVtP2/OEb9UYuRdzXR+MtpJm/eiAwH8cwXMb0wu9NHKSIJTposbBSk+0O4p9MM/+/NyHCQQoOz4MZv2UPkJDQcKBC88zniX90PCiTWSdr/exI7mWJ+k4eFLYJ8XwzLDUomz+B1flq/doSOB0yslnomLnIxt8OHOyEp1OuMvclNYEJi64LxS1z03DaKO2GgFST5egWxmGTuLb0M/uM2pCKYvqaf8GmYfedq2j63H9/pBcKnJFbAzeD1EdoeNpCRuuq9X9rZgHH+OsTkPEMfXU3kdJ6Jy6NMf3Q3Pf98lMyF/Ziv30J40KD+kOD032/EswjmyDi5FpDHBjB3rUVJZRm6qQFlPonvngP4Zk0sF3z13V+l6QvP4h1N0vnZAzT9dBhlZIpMs8r4dV0ke3T0DJQiUH/UwmgOIz1uSjE/I1e4CD83TeRIir5bz1Coh8hpg1XfTJDqdqHlJX2fO83E6zV6vjuFlUzive8Ay29cQ6krTvi7z+BJ2Ex/bA9idolsmwe7vx3jDVsAWNzopelXCdS8oPnzTyECfjKdEldKUnzdWvKNAnfCOaHmmpz90X/3QZbWuhB+L6Kr7SyK/6ttypkpWr91DKUk8N13mO6vD9Hw2CwtDy0xcEOExCqF+E+OUwpL9GNjRI9Jmm7dT8cDJUohG99kAas5Rv7tO/E8eYLm7xxFSGjcb+B65gTuhMQ7nmZpYx3NvzJAShqef+W9/ZwcHqXCrBHlE37FCJajHcJ8yQZbkeFfsQHDipTVS5ukqogMOHo+HhNRSVGojkNhuyS2RzqOQxlXJMqFRGsqyyuM7wqczLlu/Gf9nynOTqsoldQCVcxJtX7RyjReGUxcpZLLWooOVhjllSkURTpRFJeN8FgIr4XwmxA0IGAgPZbDfNLsajqwAuRGUKaTUxU7POdWTVPJqrMrTMfQOoBhx7mtLovySyhOJMs2FGwJpq1gSoWCqSGlQEqBaSqOc1NRLhblzzKVKiC7WittJU7nLGVvh6atZlXUtIqaVxzweCWQqP6aaNi5NMkKsHL5PQXQJZrPdPBJ7iweYTiSAr9FM6RFQeoUbY2CqWGUNGRGQykoTuq2Us6kMv9Qi3yu7NPKblbSqJU18VokCX5HW/fdJdwJG1eqhHsiScfdS8xd1IJ3HtTlglOjziM4c12czs8fRjEF3hPT5FuDqLkSI2/1kFvfTPc/HGDsk9sBUEvQd9sMHQ9mKAUF89vqcKclg7dsIN2hONIVx4cRna0gJYEJm0JMED+QIXakBKaF7dbo+IVBZt9qApMWwpIsd7hIb24idPtzRJ4YIzRkk2u28SxKwg+cQnv0EIsbBcVdq3CfmKThGy8gG+vRc5Lk9Tsxw25O3bKa2fOdsRcuWMfCJoXoCYvlLY00PZ1leV2U0Su8tD6WQymBMMB3eBzfjCB43xHsgRG6//YFcp11NP/KZOBjfXR+7hB1w3n0RIGpj+5i4f07yTRpdDxocvpDLSzesA3L6xSCnrhIp+trA2TWxWh50kaJRR1C7cIyiiVo/a8BjIBgaa1K/xdHybQLvFN52n5psLivHXW5ROjO52n9ySjFNa0Uo4L+Ww6Sj+v45yxS/VCMCEY/vZNSW4ToAwPo00naHjHwTGYoNgWr9969bCMVgd3VRO/3FlFTBQLjNuFBk5kbNpJpVvEMzuF59Aixnw/S8YCJWpQM/9NOem+bQLjdKE+8yPBN7XTem8OuDyO3ryPXqOFKSf7yU3/M9J/vIrmpHqW5kYGP9CBCQTKdkrZ7ZvHNW9gu6L5jnkyzSr7JgxV0s7jBTewgzF3UguV3MX9pN10/TeIbTjL1xnoKMUHT40vIljjhkyCXEsz82W7YupaFTSqlsAtr31Ysl8A7J8md10ndj55HnVpkYbOT1lFKkO6vwwxIlt6zGysWouVJi8YfHMNzeIzQgI2wId8bo/PLR2l53KRw6Wbqxiwm3t7G5CUxztzce87P3dQfrObMR9bT81cvIPq7sZfTTrTu2Ck6fmFguyWjH1pP911phN9HulNB7WjD88KwI//iUrDqXPiHlqG7HVobKUbdLK3RKZ2/lmJEML8zQvRomsmLdER3O6GTqVfs07lFeMoif2iOXL8oKyMrHrNqpEU5/aAWahEN3HYVowGUUzIrNuByaYmKY1R1LlSJ5rLQdAtFt6oRH+mSSL+JGjTwBIuIMq1ZreCWRPn0X0n7aLXT/blu/Gq2AswBLaXWIlFyhXFRcCJRbsuJSlXSMpWq6mUdG0fvXFmBxaEq7CfLtbaqzBpNongsPMEigVCeUChHOJIlVp8mEs3gC+fxhIqoAbMWwamMW0inIGUFCP5aIhyVkhqVVFL5XqvFMiuttKLURcXZUqRTALU85bbtODo5Q8cwVRTFRgiJWdCRee1s4ckVzLWq86zXirPiscBjQ2WuVYliCNRCuQyI4fyfrVXmk7MxN69q8BVHlBojqkJDd9kIr4nuK9Fcn2JTbIpdoTPUaxmU3xIoXZAWadvDsumlUNKxi6pTUqXi21TZWFQ/t+I8VzBllcK2lUiU1CTSY1cZhL+PDs/oZQ5OZX6Ln9nXNzCzL0rDL8awVRi4qZ7ApKTl9gFsXTL0l5vouC9NcVUTi+t10r1Bun6WZ/yNGmJ1N/VHLbJvXEs+Lpi5pIlMh4+2h5Jk2iH0yADRo86BL/jzI9DTgSgaKGemKAUFRp1kal+Q5U6dXG8UNVsi2avjG8syv1lj6gIPWlHi/dlzCF1j4pouCvUKfbeniT08yuSNaxn65x3YGhSjOnYswvgntjPwnjALWwTJVTC110PXPUa1avTYpSreeUHd4XkWNqio6SKFiIKWEQxf5SF+IIt3TiDDQcKDJWZv2oxw6UjTYG6bTrZRQ7GAvg605QKnb6yj/rhB7GtPYwQEi2tdrPryBA2PTOKfknT/61HCp2Dkg/3k4ir+B4+yuKcZgOk3tRAatJl7Wx/5RhvPgiS/tpnjH7oVM+jCs3+A5W4FcWIIsa4PO5FkaY3bIX/E6kn2KczuUOi5c5nWX6bxLIDpVxEeD2PvbGXuPBeiUGTqwhqOI3BkhrFLXSTWBLCOnyazKkSuQSHwqyEank+TbYPkzhaUliaE34vnqVNEThZofdRE6hqiq43Bz+3A1iUz5/vJddWhnpnBlbaJ/+BFkr1KWWNNcvqDLQ6OaWKKVbdOsLirgaV1KtGTBrMXxnClJWrBZvp1ThmKXJNC/GenmN7jx522Gbo2xMy+GIYfOm47BXNL2C+eJDxYYOHt62j93gDKmFN/Sy1YaE++SGI9eBdNfAMLiA2rwOOu7hexA8ssblCpG4JCTJBaEyTTorJw1XpSF3azuFHQcKCAeyGPLJUwAo5OWfChE9SfKFGKwP4PfP6cn7tiBLxzTmeG/iDivNkUY/RvduN67AjBYWh6tsjQNUEGb26j7aE0M5c0M/WHa1n1mSGWOzyomRJG3Mf8rggiV0BYkvY7R50adhlHIVoYFs1PWQxfF2Xkysgr9umcMDx2uW5VpTaWLKdlpKU4aQddlgGtOPgOWAGsFVVBwOqdqQKZhYP/UcqqtqqoaohYprOTay6LaGyZOleRuDeDrlgoSAypMJ6JMJOso6CX1RbLp2+lwvZRcKIPrwHHYZfp8wiHQVNlTeGkj2wFB8RiC8d4rwANV8MWkppAY8UYVtI41aiOrMnpaBJvXYHm8DKrQ3NE9SwexUBBopdLjGcsD4atMlEIczrRwNxCHTKnVefBymm1lNk50rIrraqMXElbqiDLukpqQTm7BFhFh8fGWSMSioaGJR10lmkpmKaKUdSQOdUBa0tAx1EYrsyXz0T3GnTHl4h7MzR7HE8+afiYLQRZzPtIZr3kM25MWyA8ZWekOq+cjfk5p4GX+1J2ulYKYqLbeANF2iNJNkcmWeWZoVVP4BEGKrKc0ZW/kSRlSZtZS2G42Mhwup5cwQUSB6hc/Xwcx0W3UcqRvMr7No7eR+Xw8VJigFRl7Vn8PWs9n3oGoekkPr6dlqfyCFMyckMnvhmJd1ESOZKisLWTwBik+mD46gChU9Dx40kwTIr9jXTfUyCxMUy6Q6HzZ4sEHp1h8o/WY+mSiYvD9PwogbG2A0/Com64xNCnNyNs6Px5Dqu7nlyzoO3hIpZbYfp1GvGDBZZX1XHglq9U+3nBn34AJCy+93wanlogMGmhliT5Fj/+4SmavvAU2XfuIjiQJNtdR2JzmM6vncJOppj9wE6KEei6Y4bsmlj1mqtvnWXopibMhjp6vj5Mdks7jfePMX5tJy13l5AuhdjRApNvimN6oRSSeN6yEamCb0pSCgu6/+Z55v9oG/W37cezsAvTJ1n45B46vnqC2WvXsHhBK+EfHqQUaGPsQxsoRiVa1qkurzTGCd/xPMP/sIP+fxvGTqa4b/iZl92jh797W/m7x+DDcFmbQenS84h/bT9C1zANk+7bdayIn5kLQkROlWi5a5SJd3bifXgRxezEuyBBUQiO1Ba+NTGFWmwjcjzFwvt3U4gJwgMWmCbKiRHi7esIDi5T7IiiFkwmr2uj47ZT6EJh5IP9RE9Y1B8SeJIWy50a/meGSL6xn7kdkO7YTCks6fr+BBRLTO/pof+Wg84W2xAm9sgoS+s7SfboFOvBlYJMu073t0axZue5f3Q/fAzgES5r2QI7d9P0+CK5rhADH19FaAD8s91M7VXp/esDDP/leWg5gX9SMrfdTekNO6qV0Of2NVGIC9q/PE7b3Sp8FiYvCdH1kwRD14VxJyB8LEmmN8Ryp0r0ewcpBbcxdqmb/n+fYvaGrQTHDMfpaYrzs29+qTqH2905ni/6XtUz9y/73ozrGmi+b4Lhv9xO5KTE2LkG/YUBer6UZPLD22j9rwFG399P3+1JZs8PMX9egGwbdN6Xw04kCEyVmNkTovXeKdyxRlI7Wpg7T6HvYJ66/eMEj3mx/R6krjK9R6X7Jxm0hTT89W/u17k5PBXsio1z0q3ssaWKYyFBrRRapHayFKLqHDnOR+XIX/nK2bL9K77alsDjK9FQl2Ff4wDNepIu1wIABamTtd2c8cc57mtmwBsnlfZi5HUHVwHVcP9KXZ5zaVKXVdn+asXuirMGNeNaBg0rhqhRwSvvVyIXCs4dkCt+X46IVJwzNInuK9ERTbA9OsbewGmiagaPsFCRKOWBGCiO02dG2e/p4Um1l5lE0ImalDFRUsizwLbnNP6VtHZLVFOMlJWmRaky3ho4GyiDiZ3vS0Ud01AdtWYhsUzV6aOhVAtk1oT1nDnxhwr01C9yefwI7a5FWtWyw2N7GTOijJViDOXinFmuZyYZpJh2I3JqzSEV1IDs50pNr4S2BCtydoAmUd0Wdb4CfcEFNvnG6dXn8AgTRUg8wgJUDFnW1lkRYrKRGNIiJw0GjEaOZluYXQ5iFDXnczwWimajll+6bqKrForAmTtbYNsKGdWDmdccNWkkiBX3uZpS5tyjW7/DbeyW3fhmJc3PFJja4yUwIen6rzEApM/D6FUN2G5ofM4g16gTHJMk1kD9sRC2rqLmTWy3yvw2WP2VGQqdEaauXQ+Aa1ngTkkGbgzR8rhNqksjMiDp+UmG8UuCTLzBT/e3R7Eu6mDkLTqxQ4LYYZv7f/rdl/XziS/V2DCXvvMm6u49Qun8tXhOTCIti8lP7qH9niVOvy9M+0MWC+dB/a/8DH98FZbbxj+uIAol/MMpWrMBuAXG39FMzw+XmLkwStMLSdId3Sx3dRA9ZTC114Ppk/R95jiFN65DLTprO3xgjoH3NaJYEDlhU3zDJjJtgsaOVtofXCbT5af56Tw01BPfv+xgea47D3fKJjRqMXmhRvtDWWZ2+0n2tdJwMErv7UnwebnvwAO/1T17YOIF1n15F/J8p0SGrTkMNNPj1MdK9rpwL0Zou3OY2Ru2UjdmEXxiGLutgeBYjZo89Wc76bonzdC1dbQ+ZmK5dBbXqyDW4E6YBEazFOM+jKCGkBrNT+XJ7ezB+8RJgqOS4D2HSVy9haW1GoW4zfgfrUYxoOkZC9dyiegJQXZdE9N7NIcUEqpD0XUs22bgTzpRLAgPGbi/+ByLN++m/kiJe/ff+/LxTh0CDsGNsObrHyY4Iml4epG519XjSgnYtIr4IZvlDpXYk1Pkr2ql+64Mtktl7M1eLBes/tI41qoOZnaFAGh8roA8PkTHgxsQUjJ9UZTWe6aY2dXMyKe340o5h7eTn+jCtSyInLaYvEjn/i9877d7sF6h5dc10/zF/cj6KIZfEntyGunWmb9mAwt7DaDE8mc6gRIn+33EHwPFkgSfsUn1egm6NjGz003sqMnIdS0Ex2yihxIoZggiIYptEdTHDjLzkd3UjVs0vGAz+fog7Q+88mn+3Fhaug2mUsaJ4KQcxIryBWWnpZqaWlGpG3fZaNqylv6AapmIs8T4ACtoVQ1UeyTJvvgA76g7SFCxCSoqtpRYSAwpSbrH2eqL8nygh0fn+plcDGHYLqQqzgZ8voYmNYlSUBCUVW8r6YaqMJ4DIq6W0DCFE85RRdmhg0rV9grg+mVN4FCxNXB5DZojy1wYG+QNgeNsclm4hYYqfv1xvU+fp1+fJ6TledrTw9BSPdllD+RVhEbN6TnXVtZKclIm5YiXWgaQe2xkQVlRYLScwgMHm1NmFVk5DUtIhCbR3Cb2iuKe1SKsuu1o/QC4bHrqF3l7wyGuCgzjU3SU6tI12O2ZpiDHmaqTHI828b2ZXbxotKHM65h+u1yORKLkHYfK9pzj+KvMKMrgeMX5uc7E7TacqKMrTauWoFHNO4EfAT7h6OwUpIkhLTyi9tgVpEnKtpi3XDyf7eZUspFsyuM8U5pE9xoEfAWivjxxT4agXsCtmOjCwpAqectF1nRxxhVlniB2Xi0HxWStivsK6YPXAtj+XW0dD2aY2RWgUK/TcV+SoXeFSHd0EB6yKQUE7Z99HqWng1JzHbGjCp65IvFfLrK4txWpOiyStjtHWH2rm+XNDaTbVXq/NcHQe9poeHAMXDrhwSjzmz24k5JcmfQIBAAAIABJREFUg4ae1qg7YxN5aIjBP+tDywm6/+4FUlefx6++8D/TfB/88X+y6jsfou+zp5m4fjUt3zhMx20D5Ld10fSURM+YdN1jIVNp+r4xgx0JMHVBkKm3duCftQg9Mw6U99ozkzSqKstv3UxqlcMgi79QoOP+AsPvCJB+/RriB20CIxnE6TFyF64hNADx2w9T3LsO/aGDeFbvwp5fRAR8eGdLJPs8NAzPs3BhnMb7xogaFqWY36m8bsDcdj/CgvCQSa7BRbHPw/N/f/urum/H/+RW3nz5H7C4JUSqFzwJC9+jJxj+5AZsXWIE62j/0hli336B0r6NEA4ycEOQnp8Uq9fIN0jU8Tl8U0FMn4KekzR+5gDTH9pG3ZFF7Dovi+vdND2bQRtfYPCDnXT91TPYuzbiSVic+dR5CNtJzTQ/XWT47W78kwrB0ymm90VpuX+GoT9qRE8Lej93HNnRzNjlURqfKzrSY0sC38Ai1EdZ3G3w/N/e9gojdtrJm29l479+GCvgpuFnQ5z+eC+ZDh/euRLBx0aRsSitv1gi3xok1avjWQDfjM2pj7QSHFJo/vEgfAlmdnpofczCNZVC5Itoq9pJbW2k/ogkciyFmJx36P77+snVC5Y7PbQ8acINL+/Tq4nyfPSzHyDotkhds51si0L0qGTq8haS55VwSgm8vM3vc97v/JEg9uQ0xc4oLU/kyDe6cS1DMaxAsYTvvsMsXb0VT8Ji6YPn45+1yUcU6m97mmAwSP6CNa/Yt3NzeCoYi+oJktppvhylscusKtVjIVacqO2qYJwop2wUlIJSiwroVBlgFYOpe0xCwTxbohNs9w3Togk8wu3omlSDQzY+xcQjFvAHSsyXgmRLLhYKeq2uluKkSX4jWPq3abL2EmbFyXMwFEIqtRpK0tlsbF2eFVCoaPdIqOFBVlyzGvXSwOt3UiQXxgbZGzhFj17ALby/Vryu0nzCRZtWYq/fUdMsWBqnEr6z7sFrOeWvdJikWk7LKRLb6+BnLHftc4QtnLIYLxX8swGpIE0wqiBlWaP4S5w15rLxBIv0xhe4JHaCbZ5RAoobBVGdA0vaKKj4hEKTWkR1T7M9PMZ0to7ZRddZlH6pSQcgfY4q22JFORVpKdV0marb1PkKtPhTNOopfEoRtRz58wiBLhQMaZG2LXJSYEkDu3wT5i0/I0aME/kWnl/sYCYZrJWwQKKqNnWeIo3eNK3eJCE1j08t4lNK2FJQkDoZy4NbNVGFZNoOYWedUhyynA6rRGAr5VZ+39rE6wN0fu0kRMMs7WpAAt55ycIWQee9BQqXbmZxrU7rv+1n7iM7Kfm91M+5CEyVcL0wyPSNG7AWFildsIGltSrd359i7Oo2osdtBv6kA++MoOWrB2h5VsHcthrXyDxzl7SjZyX5bV1oWUHXd0exgKc/9x+/db9P3/gVLnrsZgpxycxNm8m1SLScIPaiCZbEdXyCwU+sITgKsa/vRzl/Fy33jrN8XgvS76T12+9PMvcHG/Au2uQaVVxLgIDRK4J4FiB+0MI/kmHkyhALm+vo/nEb/hen8Y34kcD8Zhdh/3Zavn8KAn6MsAelaJJvFJR64mCD1Rhm5O11BEah+f4p7Nl5zvzFFky/TesDCaYujnPoU7ee07277+ff5/IL38HShkb0tInweZEK9HxyP9gW8+/fTXKNpO+OLCJXIDQgWNhcKyAZPyCRQT+t905jh3yIY0Mkr9pKyyNL5LsjeMdSFBoCqCdHmbp+PbZbMv7p3bgXoelXCXqGbcywF31sAZnPI97aT8MLBQZuDNP/3QRWfQDftKDlR0MY67uZvNCH1EBfKtD3H7PkVzcy+N5GjMYoZ970jd963Ef+/FYufu69zF7bR9e9DnZldqeXSLgP/8kFTr8nTNsjNi0/nyKzrgHv/QcohnbQ/OAUVtKJfgsb7As2ceYyD73fT+BJ2ARPpRi5Kkr9w4ukX9eN4VWou+M5Zv92J73fX+DOX7w88lhpv43Tc8snbqb56TPYiSTFd27BN2OT7lTI9b2yIGCljV4tiT3ZjFqUBCeKLK1RKdbbaFnBwM1NtD4aw7tgsrDR5ZRrefAUwueF1hZOfryD/u9nX/H651ZLq4IFkfBSjZiK5o7iN3B7DQLeIh7NRFWczTdbclEwNAxDo6jozmFZOsZIyBpwd2XVc4+3xOroHFt9o/TrCQLC92uMvopb6OiU8IhlNvgnmArWkVz2YVTKL6jSwRzJ1+jwVByGivhdxYmp6NxU5f3Laa9KUc1KwdWV46vMZ+XalevbgjpfgTWhWfYFTtCv56lXXtnZAdCFSkh4Wa1nMXxDpCJeTo02nSUf8Jr0WCopPFjBMqNa5kC67ZpGT1UkEVDES8ZHzbGpgLorxWjLf6e6LRpDaS6oH2SHd5hOzUIXZwtLVeZDBQKKG10YrPNOcijYxownWsOOrfTyznH4im4jJY6wZmUcwvlZV2yCWsFxdsofoAvQEagIDGmTslUWbS9Jy0fa9pK2PEyUogxnY4ymI8wnAxgZF8JUkLqNotv4PaUqZqnZlSSs5ggqBYJKHnDSuTnbjV6mJZq2wrwMYhc0hMtyVLqrGDmlKkT5+9RaH885+lfjU4RDPsInQVnOk+5uYHqPl46fzZOLx7B2b6T+WImltS7mLmhAK0poWUdqR4HUjvU4k1jgxF9HWfOxU0xevxr3EoSHTaRpUrh0KwsbdTyr2p0lbUunUnkJcOkOZuNVtkdv+zpX7L0SSgbLO9pY2Kzi/cVhChdvYvq9/XTflaYY95C4cSeZLpvTH26j/9sLiKJjYMyAi+C4iW9gkUxLE13fGMTsa0GfXMIcGYPzN2H7HOq0ZxEWzgvjnwngnc4y/b4t1B8zWFynk25bjZAQnDCZ2qsQPSKZ3eYlesIAG9wJQePDE2Q2NDH7nha6P3OYues3MfzuGCfff27OTqX9/PGfcNH7bkaYNtNX99H/78MM/u1OQoOQaxT0/1cKKQSLr+9AqoLm+6er/5vqUVDMOEtrVCcbcel5dH1nhPT2NpSSxIj6UAuC4rY+wLFn7f/wDMLlwi4W4fxNDrS0I8bYpT48C7Cw0UPvx59i+drzCf1yiJZJNwMf6SF63Hnuu34wA8k0A3/eR/fPsrQ8ofDoN357Z6fSHvr+N7li25tYfEMX2VYFpQi+8QzpjXH67sg5rL4tjZT8Ct6Nq2m47QVMo4Tid0DRLZ99mtT1u2h50sQ+PsD8u3eSbXCqyk5e20vsxQK+iRLC70MtCkavjP+PfdruzgG8zPH5k298kI4vHMK4SiCzOYb+aivxQ5LAD59l9rZtv/ZaKx3A7vvfX/1+Ya/Bms9nEPNLtChtuMYTjF7bjHtK4nv6NHY2T/tQKyRSLL9hFcH7jyLamlGK4n8U1T23CA/UTuXlis0VbIzwmXh8JaKBHDFvljpXnoBWQhMWtlTIWi4SRR/JopcZGaQEDr3ackC+akZxqomrOABjRVLnKbI3PMBG9xSNqusVjb5baERVwRr3NGeCccaDEZJSYJVUR5iu7IyI12D0q0UuoVxfCSdtJahGuc4yiIqkWrixAuRdoSPjpPg4Cw8kLUGdq0ivZ57Vep6Q4vkfnZ2VLaJ4WedKQ91R7nRtwyrZTgFKKZDquevwoMjyUB3nzWFtOdcUFW2giien1uapGr0SK8Ze+d1LcFCVprtMmvzLbPaO0ablqVNe+XShIFBQaFJTNHmWHRmDrOYY+bJkgbCplax4lU13mRiG6qTgKuk2CXbeoZEXbQ1DahhSRQH8QsEtNGxsCtImbXuZMUOMlmKM5mOM5SLMZIIsZz0Usy6n4GyF2u+WuD0lWoPOWBpcy4TVHFE1Q51SIKg4BXMsnCiPLiwUYaMgebbgJmcLRLnAqygLdko45zpiv8st2+ph6ZK11A1Joi8mUWaXAOj7tsA6NcjIp/dgeSSK6SZ6MEHzI2dYuHEbc5f85lPpyc91AgX8xzz4BxMM/e0O9LQjitlw1ynsrmYsr46wJJZLI7vmfzYmv6kldjQRPJPF9DjiqeMf24bplTQ/ZTB2eZCOn6fB9gAa2WbHcBkhZ3/LtnkI/exFBv5mM64EDP5ZL2pR0PPVacZv2UPD84ZTfuCzTzP+6d20PFlgZpeH1oRGZMBg/I0aq/7pJP8/ee8dJtlV3vl/zg2Vq6uqQ3XOPT05aJJmJCEkAUISElHkaCOwJWAJtlnAeNd4F9uLMdgGzC4GDBiDSBIZkYRQlmY0I03SzHRP51zdXdVdue695/z+uFXVNQMo9Ozvj330Pk89PT1ddeueU7fu+Z73/b7f79yrN9LyvWFE0E+wt4PQbInkFpPpFgPNqqP1fgu1nEKzm2m73yL58u20/HSCxAu71j3u2pi50kAJg9AUjL+1j/5vJBh6WyOeFeDsGBN/toveL44weksf89e0VF/XfKhIrtmk4+4sE9cF6bs9gQoFkIZAKyn0okPPN2dJ7WmmWG7wWXr7AeL3zHH2T5sJTWhEhyyKUR0zA7Ehm/AjEwz/j4NIE0LfTuBctZuBryww8sZmWh61KHbF8GoaGz43DlJy9p0d6x53abCV2IkVjEIdjkegTpwlfeV+wsfSyGiQXJNG7GyRqWsjdJV6yQxEWO1yl3Wjp4tcXMPxCNK37CcyBI2HlkjuiOFddcg3mdQt55h4z3Z6vpdAeQx41zM7r73eHC/64PtIbdCoG1GEUEy8dxddnz7C/FsuYeATpxh971aSf3mQ8x2c3bgw2zV63RfPAz0Ll8VoOmoye8BH52oAaYDjEYzfupXAvEKzIPbNScJnVjj3lzsIzgg8q6CfHn/K817Xnd8VvJNV4Tkolwv8DpFIjvbYCh3hFM3+Veo9OYJ6Eb9u4ddLRMw8zf5VOkIp4pEM/mDRXfRLulsKM93ShjIlyi8x/RYtwVU2eWep1xxM8dTKjxWZ/iY9S4cnSUMgi8drIQxX6K6yqD4L7HBeVHkRWg3Ik8LlNFUcwytgp0KWreW0CMqZrDLnp6IoXc5srGkXgdewCet5zHWcrC40TAQBrVzPrlgy2GWRvPVGRUqgMm4oZ2qEW+apGFvWKAFXLS4qQpNVO4ya118YCjRNEjaKNOlpgkJ7WsCnlwFGm5Fnb2iUwa459FjR1SjS1ZpO0sVUdSrjkZQlAwBbkCt6SBRCrDgBsspDsTymnLJISZuU1FhwwgwXWjiU6uFwopPTs3GWkiEX7JQBlDLcLJnudwj6StR58tQZBQJaibBWoE5zs0imkJhC4kESFCWiepZmY4VW3wqRQB7dlG45UbnaR6pchq4qnj+Hwsw6aCVouGuYQkuQ+Zf0MfZH/ajxKRbedRm9Xxmn/pQi26KxuinK8N/uYfnK4tMfGMhuLYBl0/fNJMEZRc+3F5C9baxsDOMZS5Du9VNokgQePLvu88+2aujnpsk3adQNgxVW9PzVQ2RbDBqPOehnJ/CsWjge6PnKCNFzktYHXGQbfWKJwpVbGfzcFN0/XMLxKeqflJx9Xx+eFPjuPoY3kWP+3QcxM+A5NkbXHfPw6EkCT0wy8NEjLF83iF4Ca0sHs9e1I42yR9WXFui7I4vUXT+oyXduY3mTie/RIZQucJqj+FL/dxD2wKeGiT8maThZoPtb01iNIQa+kaLpcYup23bR+2/nKGxuR89Dyy+mq69L7PJSjGqM3xCg+bDN6pZ6Epc1EZgpkO4yWNgTIrWnGSEVXf/wGIP/8wyhWZvFK1oIzGj4liS5uEHsyCIdnznC7GU6+H30/f0xBj87wcqbDmCmCgy/LY5vEVAwfr1JvidKdmc79nziosadi3vIdYUxCpK6c1lm372f9u+MgGkwf2kdTV85QmKnj67/c5LkjhhzB3XMjPsdL7XHsINgFBRNXz1C4x0nyfXUkW3VmHyBju3XmH5RPcUGyfLuBs6+LcIN7/ovz+i8bnzHe4j9/CzNj1rUf/8Ei5cogjOK0mVbafzio0y/dSvChnzf04Od3/f/ywcsFneFCE0r0n0hpKlov32YtvvzWEFBw6MJRj+2j+SuKP3fSBI5ZxE/YoHf95Tnvb5bf62AXSWrYUo0r0PEX6DJl6HRk63eqE3hoCMxhUNAK1FnFGj0ZmgJrhIN5tENuQYAKscsO7B7vRYxT55mPUNA059Snr8SutAIaw5Nxir13hxe017b5TouyDiP0/JsQq0tdFVvJVXm7Vg1JOyKlo5Hum7gFRBXLgNVvbKoATs1vkdCl/h0C5+wMHlm474wNCHwCQfDtGu6wC5uwXM71Go80SrzUCkTXgj24HfViaGGtyRqHuW/GQq8krDfJQHXayW84pklI3WhEdF0Bj3zXNowRrQuh/C5xqSqrPG0Xg6P4whUpYJ7njgilIoGy4UgY4UGpq0Yc06AOQfGbZMRO8SIXc9wsYWhXJzRVAOLqRDWqheZK6tD15bJDImmO3h0h5BRwqdZBLUiYS2PT1jlri/QUVXg44KeHPVGlpBZQtOle62XzXmxxNo5P8ci22xg5ECurjJ5rUHToSQtjxRJ3ryL2FCJ0bd1U//wHF3fm2Z5s46MPzOwU4nTfxWjFA/S8Ngysy+MM/XCOoy8YujdXe7N+Zjgp6d+u+7zf+KD/8rYn26i5b4VklsgOC1ACOr//SH8cwXszT0s7vCTaxWc/mAPoW8/jON1P+ip65tY2mqSuLoDK+Zn49+dY2mbIDQhaP/+BJrXi7a0ilAQHbZZumEjiSviLN6yHxX0M/6hPUT+82E0CzzD87T8JkHjcYvY48vI0UlybX42/HuC8etDNJy0XN8rXaf+u08w9rI6lrasv4hQG6q5gWJEY/r5PuTsPHqmhCjZBM4l6fziSTJ7u1nc4aX91yvkNsarr7MD0PKVJ4idVqT6DEIjGeI/G0HPFmm+d5GWX81R973DZNp1Zt69h6H/uglhK5p+PopecsFC7D8e5ew7G2FTH8KBxPNamXjvTqZf0Y1wymXDMWj/7ghayS3p+88tEXhoGC0YeFbcnQvjgX/+P4SOTjNzhYGezNLx3XFmX9bL0r5G6p8sMvEXeyhFYOxdW4nccRQUJLe6N6n5/QF8i4rwWN4d20e24pvL0XnnNE2PQfRrD9H5rXE2/LfjxE6sEDkjWOl7Zp9X8PQCIhxi9jIDubWX9nvddP3SVi+az0vHd8fwpH/3dU83F7V/bzyaZmm76wkWO6OYfsMAoy/zEj+cZXlvI3pOEP3OUZK7ogTPJPAu5insfOqM4voAT0X4DNydvEeieRx0w0HXJJpQGJpTTrOr33lUgE+jN0uDP4fP76JA7fd4PAnA1Bz08kL9TMs6PiEI63nqPWXAA+4u19JQZQ+udUVlkdfVGhla1gAeh6o7uvA5eIIlDK+NXhHGKwMFzWKtLCiU68VVElVelGYoF/BoFrpY3yqlI9BRhANFhN9eE2u8mF1+2a2+Il7oEsuV2411Yct7RTSx+jtrKtM1/J4K0BNlLzbNZxOM5emJLNPvWyCsiWc1ByY6Ea3IoG+OqD+P4bXRfO78q/JjPeFY+u/wdyot346tsZzzc3Y1zsl8ByeLHTxRbOexQg+Hc30czvZxPNPO6GoDK2m/q4tUa2Qqasj0NZlIQ7g6U6Zw8GkWPmFXOUJaWZZAR+ETNh7hfueqYL5itFt0W/6rpqvPwRASzn1sN/FHQUtmKMYM6h+eZ+JFJi2Plkjub2HqZe3nGxE/iyjGDNIbozR/4TC+JUUhpiEcCM3Y1B9fvejzD84qxm+KuOenwGhrxehox5xJgnBFNvUCND8CwutlccfafbLxeIlSWLC81Q/xerp/nMGqg2J/nMTNW3HmE7T9ZJrgcJKGH50iOG/TeCxLZmsTTY/bTH34MtLdgrmXdGO1hPHdexKlaWjRCEbWYe7qJnr/1+MERpL0f+woMpNl+ead2H44+e6L4+9UYuzmevQi+OcV6Rt3UmwOQGIZUbKYfMdWEND2q2Vmr4qgjLV7Re/nhxAeD75lB82GkdfWkXhxH8JykCMTqJAfYRj4FyV6ETZ8+hy5ZpPZl/XS9uMpFvZoaDs20v4bSbYnxMDXFsl0CqLDkrZfJSjENMzTk2gWDL+7l1LUIDwGC1e3MPzBTcy/adtFj/3sf+lCehRDtzST3d5G613TSB3MB04QOSexgwpvChJv203kLAz+/RAApQg0P7RCYneQ0LTEyAvUkVMUehuJ3XmMufdexuyNXSy+ZgfzB6NoDhSjsOer73/K83nVze8kvaOZ9M4WomehWO8lMJ6l8eEEVhjo62Lq1T0XrWifbw3Qd2cOo6Co//GTtP9oFl9CI7EnSDGq4U1B/tqd2H6BnJljYV8Yx/vUb7o++F3LtZACbFCaBoYkaJao92SrJMqnCo9mEzBKBL0lMgEbRxprN31LQ0mFZeukSn4Sjp+olsdR8mlBj6MkBaUoSA9FaVCydRxbq+5yldKQpXWaol3wsmqLtygLMupuSU54JLrHQdclsrxYKwOkEiilkJXSjypntQwFlnC7ncrdNSVpUJAmjlIY68A8lpJklUnBMlAl/TxTyfWGqBKNcRdTcNuAasLNgJWzVxUCd4XgXFmEyzIBqtzm7oIhQApk3iBb0pkJRlisC/Nso6hs5p0Qj2e7WMoGsIsGFRHCalfcOkKW9BrfN8qAp6zknDPIKD+TjoYldaYDUVp9K+QdDynLz2IhSCIbJJ31YWVNt7R3AW+pOg/KBVDFMi9IIrCUTkGaeDQHcPV9ZE26pqAMCsqkoAwcpbnArFIyrJSeK4/nWGRbXW2orl+W8B4Zwd7QQd0TC6S3xzHTgkLMIHz7w3iv28fS1vWpM8681MJ7zkf4yW7MjCI0VSR6Dsyj59wukouM+hMZmu6cQnW1MHN1DGdhkdl376XlgTSrfX4iI0WE4yXXpOG/fBv+efezL8QVKz0m4WmH0NkVxl7ZgB1QNB9y8J5boLCvC7GlH0fTGHt5BCPXROMxC6QiNJRiaW8DRg40B1Y2Kpq/M0b+eVuwAzqh8WnmLvVghxTiTTtRGrT8VnDuzY2YaUH0tOIl+1/ye3Vnnm30/dsYY2/pQXrAzGjUPZGAhhiLl7qO8nMHdPpGoeOOSZIH2tde2Bhl5PWN9Pwog2+xgPbdeZau7Wfuqkbq+qKkOwzisodCTKP5kTR2fyuNv5mkMNhMan8bA/94hoVXbKRYL2i/e5WFyxvp/c9plGlQ6IrScv8yY3+yETMDA58fJ3VZJ6WIoPurIwT2d7G4/eIzXI1HFSt9GpFRydQLdQYSdTQ+lmT0I3uIDCsGvp5ETM4jBzpQAnL7+wCoG1Ek9kWQJphZSfOjDsUb9rrX+O5dWGFwvGBmBV2feIzS87YRv3OM+VcNsvtr76frF0W+//U1wPqK19+KsCX68WHsnu3k4hpmWmFmbbRsgdE3NNP5iyxzV9ZjhaHlkRKrT+3l+ZTheASrfX7C40VEKMT881vo/OwTqMEe1OOnkFfswnxyAg72M/LRSwhNgif51N1g68NgNQ7Y1Q4bodB0ScAo4detanbn6cKj2QRMC8NjuzvwStdX+Ydt6SwXA4xZTaSlwn4GMsESRVrqLDkhlooBipaJsrQqmHLbpde38FeVkSsCglVvKVyNmrLXVSXjJYTbWqzpEqErNI8DXsfNtujqPCVmpeHaJhgSJaFgmxSUiVznttxCkZY+HOcCGYGLWfTKukvYaxpM1W61ikFsmSek5bU1VecLzT5rS1yVzI/X1VwSlobI6qzkfSzbQQpK4ahndtKOkqSkZMKqZygdJ5PzooqusGFFGbwKBJ5tlDQ3W1I2pq2WIMvt3qqgk894mUlGeHIpzqHFbo4utXNqsZnRRAPJZAgr7a3aiYiSVuVsVYFoOXOkpKBk61XQm5Ve0tJPVnkoKAOpBA7uw1IaWeUh5QRIWkHylul+5pUu/wqHrNZz7DkU3iT03j7Pwm4v1o4elnaEWN0ZJzCbp+fTx4nefQ7rhXtYuMSsSuGvJ3pvnye9qZ7I2TTKEJTqTCb/ZBsL1/ex/8O3rvu4V73jHYy+MkR+fz+JvVHavnSc9MsvQStBriNA9DtHWd7speGOE+RbFDNXesm2r92nmr58iMBUjsTBGI3HbXp/kMXxCFIHO2j/p8MoUye5vY7e7yzT+fMUZtpi6gVhCh11+JIOkTGbbIdi4PYsqlTCP7HiGnt2tRE/YrPhb0+x2g/5FkFyVwOtDzmUYopsh8DqXj9ZuzbS+zro+vQRej97mvo7jiFHJxh+WxNGQdF43MLICOwGP4mrO8i0ry1rqZ0N9H+5zOk5dhahadh+aP3+KIkdJs3fc7lVbbcPoXQNfbXI6t52jLuPsLBbkNvfz2ofdH51mHxLgLqxEk40hPJ78A8nSOyL0fWLNPlmhYyGMbMO0oDxt/QR/OUJAnPqPDLus40Xv/ItRIazNB8u4UlLBr6ZYfi1Yc7+URS9CMnNoHSd9FWDiKLFudcGSQ24oD12JotjCrLtktSAweS1OkbWoeOny/iWFfWnJI1PKHwJxeKbduM7OsrsazeSbRP4FgXJQS+7v/Z+rvjEB7j6r97P/H4/M88PIrf2oQS03zkBAqav8DP8R3GaH7FQukbzo6v0fnEE8xeHf2c8TzcXtX8P33WC+kcWSA76KPXGMfOKoY9tp9AWYOFdB/FMJ7E3dFAKafT8OEtoxsE4fPopj78++Fnbiq4phHBbdr0em7BRRH+WC7QmFIYhsXQFlbJWmfjq2BrL+QBP5tvoNxdo1i28f0B0D9wFr6gsUtLLRLGBqXSUQt7zu+24FyG+V1VrrihDK9ZazQ2FbpQBTvktNM19sixrt2iaC4yctImWFzgV+4UamwppaxQcw3XbVhKv+MO2BH9oHkpKkZVe9/3LvBVV4dmsd+zlTqtKulIot0FNGWqNkyQFwgbNFi4GMipeTmotQ1IGjkKKckbMQTOlm4krG4Batk7W9pJTgjDO02b33M/eZt5LymCkAAAgAElEQVTxM1qMM5cNY+VNRFE7f6Ff5/i1gmtEWpVjKPuFuZdSmSNW0ik4GoWMh+UKr6mS1ZKVjJgL+vS8wPFVsl81pcKyWKMjNfKOScbxknF8pISFLiS6ptCERFeqDHhccD9vRZgv1pEueJElfU0Gofb7ejGik/+PRrZLkdncgDelME9NEX+iRHHPACv9AVZftB1hgzep6PpZiqE31z39Af9ALO9vwvYLgpOCdKeX5GbwJaDp4UWW9jU+/QH+QAgH9LxgcbsHacLku7bT+U9HCG8bQJ9eZPiju/EvCOxdA/R/fRFmFzjz3zYDsOFfJygd3M708/2YaSjW6QR/eY7YQhOl9hiFa3eiFySh6RJ21IcVMZl+vst50osO2WaTlQ3Q99FDnP3SDhp+u4PIaJFsh2Ds5Q34E4og0P5bG70g8Y0uMvqGdpTmpkBHX3rx2S2A6Ss1tIOXEBkCOyAITTt0/ySP49PJx000Gxa3+fGmJB1fPgWfdF+Xr9eIBnzM7wvTku+FTI7QjENmTxcdv07jLC6hR+uYfc0GCg3Q/ROb4EQGLRpl8J9GkNkc/TMdLNzYT6YbpKkz8MlR5l+1keb7bJp/OsrQe3rRi4LF/TFWBiA0qWi+L4kqlcjHL+77NnFdiL6vTGF3tpJp1Zm+KkT9MTAKEL1nGCEEZ9/XR8c9NmOvrKfvjhwLe9xu1pnnhci1STb8xWGEYTBz6270e5/AvnwHjUdWQEpE0cYZGiX7ir2o9jiFJvAuu5SLlp+MU3hLD5lORetDksajaUSuSGZLA1ZQMPLHXXT//WNELtuKFTTwrJRY2BvEyPpYfWWY3o/MseGLFkO3nL9e9951y+/l8tSCneZfG6iSRXpHE9GRIoVGD9lWjfAYBI9NkdjZRXZTE4mdJt2fP8nU27fiTyjUi586pbSuDI8o6m5Zo6QhMq4HkpM1yWZ92M+ycCeVhi21chZC1GQC3MVClnTSOR/D2SbOlpqZcdyF7/eFoyR5VWJZ2oxZTYzlGkiuBHGKLlRw+RsKZUiEub6sSW0Jq0qwriHn4gikI5COhizL/lfcwAGc8v9XFnzpqcloCcAWqPL8LuWCjOSbGLENVmThD477983DksxzqhTjvvRG8jlPGZSVF791jh1YU9NmrdtJSOFyRFjjNkmPK0KovC5nR/M4VdNNreBablTNRksaytYqWnuul5pfUiyYDK02cajQxYytKKrfQ/KqCRvXomHajjFTjJArma7onqHWPL20i+AwVV6vK5RBVXOqAiaFLRAFDQpalSiM7dp66Hmtxli1fHl71Fr2xVvmdwl3A6GkoFgwGUk1MJGNMVuKsOIEWLJDLDhhlp0QS06QhBNm2o4xVWpgslDPbL6OfMF037s6MaIqaPlcVFru+WGO0Ollsu2CMx/uJ39gkOSgh4ZfjwLQcMqm9fsjcHqEwPT6iQexx1OkBmHxkjD5RkH3Twu0/2qZc29spOH7J9d9XO9vjtH76RN0fXcKpUHjExYLb72E1KYQ9nyCxmOSdK/EOHIWZerkLh+k/bfudzy9tx1hS7ruWiV+JO+W90oWma1xzFPjZOMG3iMjGOkSVsQ1Cw2NCWyfYvoKP7ETqzhemLttP7EHvHjSEjug0/JQCc0GaQoWXr2FwINn8Q3NU+qop/vHSYQjCMwqWh/6v9OltfFLSbp/VqT+ZA4rBNlWnflLA0xcbxKYt6rcK/+Sw+wbtlZfp1vKdU/XwGoMYI9P4v/lEwRHVzAW08x+4DLspjoaThbo/acTZLtCTF8dAU1w5s/6ELpGvi1EcMHN3ITGQfa04l+SLO1tBKUY+Mcz2EFF/OfjeJcFTUezaKk0k3+xHzMDdU941j3uwKxCraSZPahRN2Gz4WsraI7bUTjyrn5mbu6n824L/+ERhA2OV6ftKycAKDa4pWxhGMy+YzeelKJ07W6K9SYzV0eZvKGeyZtcgrcVdDeaXX/9IB3fHsGTUcze1I0dUGz87BRmxiHfFkT5TLxJC73k8sYyN+7Cc2qKuYM68/uCtH3jDFZI4FkRCMNgefPvlxK5MNNz4e/+RZvCi3YSOTqPVpIEfnCYYlRhhUAuJwnMKZa2mjScspn4063EjxSwAhB+bJqnivV/uyv3U0XVVsHJ62RtD5bScdCQF+wmpRLn/Z9UAlu5ztmO7Tq1VtzE3ScIsDRKBYPx1RhPZLs4VWpmVRbIyRKWcqqPorJIyjwzjsOQFeFkrp2x1XrsjLmmXGvKtV30xejwCFXtVFI13UgVjoq0KyDHTWrYtoZta0ipIS2XPyRrrBQqwKm60y/P50raz4lUG3dnNzNs+Vh9BqCnqCxWZYHHi1F+nd7Kb2cH3E6gioN57We3nrFXwANlzFbOdGk21U4wpbv2GtIvUeXPU5XHVSnfKEHVVqNimmqYjvtcXaF8DtLSmF6J8KvkFo6XWpl1ShSVdd4cOEq6XlSyRMIpcsbycyzfyUi6kWzG55ayVE0LfaXDcD1jFy4PSxlU/b6q14FYu2YrZa5q55o8v/zlgluFNDj/G1gG+sp2gZJd1FlOhZhKR5nIxpgo1jNVqmeq1MC5UpyRUpyRYjPDhRZG8k1M5aIs5wM4ll7OonH+2J+D2R0A4+wUI29sovsnaXwJjckX6mS6YfrV/Rg5CN07hMzmmH3Hblrv/z2tJc8wEpfG2PDVJKU6Qb5FoQzBxI319H/mHNaOPl6y57pnfcytn7kNsakPEYugMlmkV2EHNOIPJck3aFjX7CLym2F8ixqrL9nOwoEYVlBH6e5nnY/prPb50WeX0R89hZmF6ffuZX6vgT3YSdN9c6SvGiTf5sf2aW4L89Es0qNoe7DA0JvDbPj70+TjilyLqyCf2GG6JbuYwvFBMSqYf80Wxt7cxcS1PrR0noH/SCINQehsip2fuG3dcwquqWp6Y5TETh9KdwnDmqVofSADUuCddT+z+OceJNVv0nbXTPW1nrRCmgLbB9Kjoe3czPzb98BcgoWrWun44SzS59qxzLx1G0bOofP7s9DSRHhMMPq+rZQiOsEnE3hTgpbvDTNxXYTQD48SSNjI1AqTb99EeBRkrI5cm0Q7OcqZ93XS9bMUbf/xJPnW9ZW1rr/+9aBg8h2b6bjbxgpqOEEP9Y8tYQdc8NVyfwrfkVFUvoBnxW3DP/cXLuBTwKbPzjHyV5eglxSZLoHn54fx/+gxYmcsuv73STq/cIL5d13KygBkBiOk3nKQmVf00Xj3BHZQEB6DyZs7sYI6Rt5BBjwIS2JmJa335xAKktf0ET0N2S5J+soBOn40QymmGP67fcS/d4q2u35/Ian3rluqj9rwjXtwfBqBR0ewmiOM3ehn9OP7kd4yANzcS+N3TtD6QJbQvS5Be2mLj/gXDzF//f8PXVrKI13w4JWosO3+XiazJosB8o6nCmwu/FkJBw1b6eRsD5mC1xVzU65YWmWnWyGHyrzBYjLM48kOHkhvYNzWWZYlMrJITrk/E06RcdvkVKmZw7k+Hk91sJAMI/L6WqmlemzW35ZembVKtkQv7/rLiwsKsDWUBCXdbI5t69glA6eguzv/ksv3cFWaVc2xavhBloa14mVkvpEfTO3kwdwGJh0Nm6fOcOWkxbit88vVbfxqapDFkXq0igu5VdbAuQi13SpAY228FeBTNYYtd+4Jv+12ZClQBb3KWVGam/mRPun6kfkcTL9FwFd0M2+GdLuqlCC36uOBsV7uWdnMyVKctCxRLHtSuUDXJqdKLMoSZ6wIv8ls4eHFXsYTMVTKg5bT0YrammXHxYQoZ2NqQGoVPGplMFjRp6pIAJSvFSVqmtZqpBeg3KVWWiNDi0I5O1TQcVZMllMhxldiDKebGMrGOZNr5limgxPZDk5k2ziRbuPMapyZTB2Zgrdq1Fqb1XoukpUrsXjjIL13rJDpCtD9+ZPUnxDED0maHs/jeGD6rZvRGuvJ9EhSm0Lreo/6+7wICWJ2AWlA64MOxn3H6P7uPOfe3Y/2wBNMvKmPF77xj5/xMbd8/jbCkxI76kN5TM5+aANmWmD7BTMvqKfjB1N4VkokXjpI+z1Zog9O0vKLaXKNGuEH3OxVqU4Qmi6xdHUXC3+8m9ZfJ/AmFWYapq8KMvLmVhK7dEInF6m7dwRPWlKq9xA/BOPXeYmdEky/dTMDX5wmftTGyEs6/u5BHK9G37dWMTOK4IxEs3HB4xQsH2ih0B7Cl5QoQyM85XDdTW9c17ze8PxXEvzJ48zv0wjNOJhnpqk7s0JgQbLaG6DtfofRVzdSqgOjr4dSHST3rwkPZps1/I+NYtUpjLTF0s4ILfcvg6YTmrEZuqUFz/FxlCZo+/k8cwc8jL+6lekXNtD6qwWE5R5DFC3af7nC7Ks30HNHAi3oZ+6ASfY6V4nZm1LMPb/eXbYyGQCG3xDh7F9uZMNnxun7z2cHem645FrGXhGj+Z4FpA7BJ+dJDmoYZ6cYf3kTdkhRN14itaUOhMbSzTvIdCnMjCLqYgAaTihmrmsjfliSaxX0fG+Zc584wMRHL0V6BLS3MPq+bbR/d4S+T55k4RJ3cxiadTjz3i7iRwr4lyV1Yw7elIWRsdBPj6M/MUz4F6dYGfCTHNSJ/vA4+big+6cW2WaNs+9sZcMXZhn8+Ckmb9lK3akUnT94ZlCj9xsKx6dwPILijh7mLw0y8KU5NvzLKMKBdK9AnBqBvg4mXhxEdbfiTbo3Ny0cJv6dU095/HV2adU+NNefp+xynS56WbVd+X+tzOepBTuVzI+l3O6r5XyAfN7j7sSlKAukiTUtF9cJEbuoM5OM4EiNiJGn1UzRYLgXVkGapJwAE8UGJvL1TGcjzK+EsXKm2whV3mWriugdIJ9GwPAPDr0Cxiqb5jLoWRNocX9IS0faCiH0svYPF7Qhuw+R19YWSCgvkpWDgF0wWEiGude/wR1r8AwNWo6AAF0INNz2cwfFilScs2I8muvnyHInK+nAmuu6BOW5+OyWqJi7amvGp6oytoqFQznro2x9DcjpCiWFmwnxUeU/KU1BUccqaSxnPe5xHIFa0cGQKE1gWV4emO5lKhflTMMQ3Z5FWgzXLyYnA8zZEaZK9YzmGhlJN7CwGnJd4staUaK2/V+7iJKefn4n1RrgK6tOVwQWRcUAFbDKgEbhimpqrJW1ymCwiobKmS6FrF4rQrmZ0xWCFC2TkK+IoUkcJdCEwpEaJVunaBlYlo6Smnu9wfkgp+Zcn2vR9GvXSHPxFVFy8S00P5hCzC2x+rxefMuKdA8on4eWBxWJ3eubn/qTOfRjw2RetJXOny0jZpcY+av9hMcVelEw9aGDWHUKYSsu+dvbOPqRp27X3vD1W9nw+TM4A+1IU0dkcvjnNKLnHOqemAcpWbq8jeiZDJ6MYuK6AN6lbloeydB6zyJ2fysA4SmHsZs8bPzMDFZrjPTmenKtgo5fZ1nt9xO78zhzb9tJcl+chb1x+u4s4plOEvB7Cc4FmXiRl8AsZLc2Y2ZsrKBB4ab9hIZXGHt5Pa0PFvEdHWX03Zvo+YfHWXrNTuofnGH8dR3EzjrYdT4i948xf1MfG790K2fe/vlnPKfbP3UbHd5lll+/m/hjEv9ckbMfHMDIgxVSbPzXeXIbG/Em3RZsuzFMZFSy0ru2uLb884OUrt5Nz98cYvXmvQDMXFNP+5dn8D1wmlDfdmZft5HW7wwjO+N0/c1DTP/Xg3jSCmdolNB0E0s7FNltrWQ6DGLDJVI7G1h+XRPdH3sEI95IrrGPum8+jPf6fdhBE/ua3QRmNDp+lmDkdU2c+UAXg19OEj7ZwIbFWxl601PPwcZ/v5W6G6BUJ0lcHqfnWzM4s/P0fj7P2J9sxL+oyOsCc7WEkXdIXdOPNKHvjhxOwGBxm7v+hseLNEwts/i8NnwLMPHSenyLEB12WNxu4F0K0PsvJ5l9/Ra8KYUnLXA8iqVtOqEJXB+5d22j864V9MUVUApp2Yx+cCf9/zZO089HWT3QjdrUQ8vDObSSQ7bNQ2BWUOyuh6567CDMvLCeYr1i079kECWbJ//8d3lyvbe7P2ev8GJkYWGvRt+HH6ftUICV67aw2qsjDcXAJ55k9C92YYUlbffbLO6O4EkrljfDuQ9sovHYU9/b1wd4Kgu4YG2hKxMyMwUvC/kwtldHIvBrbptYbYnLVjp5xyRRCJHK+XGyppt9kLi2BJWdcW3Hlq1RzHqYceq43+in3psjbBawpXusjO1lKR9gJecnn/UgyzwYVdmFq8p5l29o6y0t19pCcME5VgCNwi2jVTbWoua1lUWoknWyXXBXXUg1QJa5HEqgShqWNBleaqQkdWZLESJGHq9moaMI6QU8wqYgTRbtMKO5Rs6k4iwkwzhZswzORDkrUZM5W28o4Xaj1ZbyACqmrApcp26Xs6K85c41r+OWt6rE5nKHkhRrhqqOqvpzucBKq5bPVpeCnMp5SZe8NPkzxDw5dKGwpM6K5SORd6+lbM6LXTRcAF1zymu/XPgfz2LolXOrZGJqlLWVLqq4RYlKJyBlgclKOax8XVfMZSsHrgHQ7nUvoVDOTEqBQMdxBNmSRrFgoullAnxlOJV5r+ggVcQrKyW1CwDacy0mX91FdMSm9zvLyJAHHMXStf3Evn2E1Pv3MPCPZ5h9zUZav30GKziIfszD3A3PzOwQQFv0MHaTwHvFTjp/usToqxqoPx1Fs8DIK8yMoOP2c9jzC+gb+mi9fYL96VtJbXYNQitx8M//lOgPjkN/Jw07FCPv2Yhn1TU6NVp76PzpIqOvbkTIOAiIfvcozv4tWH5B/5emOPf2Doy5FCpfYPplZZK0cLV5lMdEOJLw3aeZPbgFgPBYgcXX7qDtx5PIcBDHE6PQ6GHyRa14VgSd3xhBu7qXdK+kFDHxLpu0/WyaqZe2E3x0mbrRGI5PJ33lBoJTisKVW2n61QTJKzqxAwrhKBb2BvD39BKcc8h0GOz/yK08+rdPD3ou/dCt1C/bFDrCeNKS8C9OoQa76P+eJN/iI1+vM/6aVtoeyFN/SlJoMDn32qDrBH907eauLttJocEk8d/30XhMstov3HbtV22lFBVoRag/VSR1VR+Llwg2LHfTdcc8ky9tJv2afWiW6y4/fZVByyMS38NnWX3tVuygRO/rotBdT8OJLPqWQeb3mfT+y0msbb140gpRKBE7I6l/cIaFa9ppOGkx7ze5Yfs1jN22iVO3roHeG7ZfA0IwcctG2h63KNXp+BIauRYY/uNW+j+ZZPpNG5BeReMXHib15gPkW/0YWQdvyqYUNpFendmDXrp+4m4GJ6710f+pVYRsxShA3gd9X5tDzS4Qmugj2xHA6G5DSFjY5xLsQ3M2zXdNY8/OQ30UO6CYuDFC19+dYegTe4kf7qTzV3mcxCKJt+6m5Uej2PMJzLYWnPkEA4ut5DbGycVd3lL3xx9l/k/24/hg5qoo3qRi8z8uc+btMQa/ukK+I0Ry0GT2Muj9xjxxTwMrfQaOHxJ/sp/Wu2ZY2q7R8pCFbyGH6m6l8biD0mBps4EVUfT/j+PUjfST7gkQfXSGp4r1AR5B2RcJd/GTVAmn2RUfw4UmPB4bn8ci4HFt3xVgOW5KwHY0SrZBoWDi5AxEvpLVqUEIsrwIVHwapFsWsUoaZ/It7vPtCzImZX0XYQvXOkJfc+AWZQG2KmmzuM6OfK9ElL2oVA03Yi3LUeZrWGUgUxEnLAONikGqsN2FXpW1Z4SFWxap2EyAu5giUGhklwI8mfJzWmt1d/AVcGW67e5CKBfklTS0yjjLC6zyuq3yqlgmml/ELl/5nCpJ97yOK49amwNHgOUKKSpHQEGgNB3ld+dNz2ouYVeAURBIj3IxWCXpVp43bIFwvTgQRQOVNhhfbmG8PDcV0UPhKXukVTqiapSrq6WlClBRAiXXueobstraLmyXdI2sXHoKTIU0VfXvekFDmiC9qpz1qfSJa+7nXtEEqpSdyppW6GUCdPkaoigQlo4q83qqwLnKS6p81uo8xWZVIwZ5Xtv7cyw675xm9A3tLG6vR8+Db0kRmrFYeuNu9DxkD/bT/G+HWXzDHhwv2D5Bx50G3iULx68z9sbf3TVu/tAMVm8z49cHaH3YZuESk847Z8lubkJICI9kkEaIlX4NzYKRd/bTcXcr+QYPuaY4gYSD49G49ua3Ir06qQEvkbkSWjTC0Otj9H13lejtZ9BbWygOxNHvOcrYXx4kelYye5lO+702emMD4tCTWDt2U+iPYwcUcy9ux/YLem6fho9D+OenwHFQQrBw7U7ihzMMfnkRuz6IHTIREqZe0Unb3ctEz+awwiZ9nxuFhijjb+2j528eZfoD+zEykO6TzNzQTvuvlph7ZT8td5zD7m9l5nlBQlOSpa0mgeOKxZ2C/v9Mcu4NMfQitP8yyfhLG/AmIXYqw85/uI3grERpkG/UaP/xDDM3tNF6+xkWbxyk8dAyzmUQfGiY5esHWdohCI13c+7mMJEhaP7FJItv60IrwdJmH83/cQxPySL2QBPY9nn2AvrxEQL0oXYHKEY1Wh6xUZpgeaNBw5MWSgiEUkTOrJLuirJ0sIXEHoicVcQenSNxZSu9P0iT3Bym7pFJCPgJTdk0/3iS1QPdzF+q0XWXQjw2Bloj47dupRRR+BYFxe4GYj8+xcj7t9F2fxHvXIbii2PQEKP7H45wzUNvx396jrE3dxO8SRFI2LQ+kGfqBX7a7ivSfdcQhf0bSG70orrbiA7Z5Bt10q+9FMcLq90GwTmN0ESOMDB9pQ/hwOxVEQB6/vujqGAA4UD811M0mQaz17XiWW1hcZdi4M8eQe3aQtNXjhB5/nYWdntI9Zl4fzLDxF9fRmRI0vuxQ8h9W1F7t7DpU5OceW8X/gUNs7ONugkbuzuO6m1msT/A0q5O6o8LGg4nETLEardJ6nV7UTr03plj/kAQMyfJddfRdp9CW06T2R+l+ZEsuTYfzvAYclsjwoH6E67x7tjr2wlOKYy8w+JuNzOkuzaC9HxtjOHbuhl//04cv8KTEgin7SnvBesuaVVk6pVDlXBb8YhyijoFy92NZvTKFljgOJrbgaJcsKCssjaKBlXzzepuVFC7ZXaJruU7eVGvLiq1zuPn65mo3z1nS1QzE79P1flZTUG5BblqoVABa5WET4W7YcrzdthKKIQQ1desna87vqq1hCNcUmyl1FE+vnLEmo6LLVCGdh6HSChxvuaKxNU3Kq2VCtVF9aVTBTpVEq4m3DKMoVyH7qJedo93wYxQoBcE0gvobgeXMhVIheOrWfxhrX3bcsdfJXTjzo1WqAGZUqFUGWipCz73WiABa8TdC/79rKK200mAo629nax0WeHOB3q5C6uWz2O4gKR6vdYC9so5VwQDq+df/uirBPmabFD5e6gq2dZa8F85sTI4Uqryfs89xDP0zjba7ymhlyTG/ScoXrOD1ICHUgS6/vkJFt60A/PybSzvUMQPQapfI3bWRkhFqU4n8KQHO6Do/mkWY3qZ2Rs7Wbiul4avP0b/YifKZ9J9zyTWJRsITKTpnhQU4wH8izZ6SSdxiUbDccXMlQGiw5L4A4vkeqPED4GeLaFnodDgwwp4yV/bzcDXlpBnR9BiMc7d0kXjcQf/5TsxM+BddRj8zAzK78Vpa0DLZmn99hDjt2yg8XFJ9EwG7cw4M292FX5nbtlO/FAOcyFN/HMPsXDbQRwveFYUgUW388j2gzozirBsAt0d5C7pRitJYmcclOPgXVI0fOkhWgd6Wd0Zh5kF0j31tAb85Ft8dHzqMOMf3kvPJx9n/o07CU4LtJUM/d8SjL4yhkil6bzLINsbQnoNAnOS6F1PsvKiTTScLDJ/dStaSTH054MMfmac1OVdNPzbQwz//UHXA+2YQnp06k9C4/0zDP9pJ33fXIbRSQrP28L4+3ZihxUbPjdJ4sV9bjNAOZxtfdghk76PHUHr6URNzpB4w07aPvkghZv2M7/XoPeTT4Lj0OYbYPyGIG33SUohQaGnAeHA4q4wjV85hHPJZkZeGULpsOFckKVtOk2POXiH5nB2DtL7rQRK1zn3phgth/Isb/LR/KQPK6TwTqYgsUzXXWEWnhdHyDhN3z/NygsGqRuTCAmTL9Bpu0+j+ZDF8kYvcsc2hANtv0yAI/EmSxg5Hd/oIssHW4mcK+E7NcWZP++l5yclmg9b+BIF9Nll+EcwmptI7+8i06kRjYaw6v20/XgKGQkSmg4w8r8O0P+dDHLPJrz3n6L7VIypm7sZ/tQBNnz4MfTGBpxdmzBWC2R7Iyxf2U3LIw7mr49gXbkLJWDyRSHqRiRGUaEXBE2/HOfM+7rp/+DD1F+2E/HgE9T394AQtH7mJHprC+du6aLnR6ucfVcnA99Mkdgfxb8omX/3peRaFd5l8I45bmZcN1AaTLzYS//tKcT0AsMfGEQvCOqbojQdkaz26HTcncMcnSe346mNWteV5tCzWlVoTk/razvpcggBqqgjMyZWyouV8mGteFEpD86qicwa7qJY4VbULGxAWcdlTRLfFWm7QOitArgqnl4VJV9VARvu8SplE3dxwOVhVJ67jlBSuA9bczNT5VKcqBpmlo9fbjfGUGu8mYoHl+4SdpWp3NbsiupweSEVspw9qHCZLuwsk27JRysItLyGntMwyp+DMiXUWeB307pGRncX17y+tuheTEiByOvoWQ0tp6GVBKIo0LJuCVFUzlWVQaVRJieX50IL2Gj1pepcyYAsW164JHhhC/SshpErgwufA2EL5Xfna81cdW0uKt1fKNZKjNQAYVXOllQA6TopPKKkVY1dK63k0ieRfgd8juuZVm77Vz4HFSjbiVTOSXP94TDd55x3Hhd+LOL866ja/m4qN9NUkQdQlG0jKtk2zu9yrLxvedOglZ57gMdcFfhmM8we9DH553uxwjrZdoVVp1xX77umKMZMfAsahZggsKBI7PSh5SyyzTqd//I40kARn6wAACAASURBVACtYKPSaVCQ6RRMfHAvw2+LM/LqGOnrt6Hd/zgz18QYfUWUbIvJ3D4Pwak8dcNQCrq2M6GJHLm+KIFx178quS3CzFUxmg8Vybcoen6Yo9gSZvwj+ylt7SQ8rljepKPZknxc4b/nFEO3dZHe3oQ+l2Tk/VtRhQKtDxdwTIEo2SRu3spqv3txeVYUZjLP0NvjrL7uUoox6PjhLMUGgWfFpuFLD9N2fx61c5CRv9vP6iUtTF9l4Ds1RWhkFb2/h1yrYOQTBxl7XStzBwUrLxzEkxIsXe4CFa2ng8YTDqK9hfi9CTRLYbfXoy2u0PM/DzP52h7mL48we7lgeYuP5GaB6mglsFDCuPsI4WmbUp1gw6fPAbCwVzD1kcsw0gL/giA8WWTkVX78izYqmXLvlV6d1ZdsZ7XboG5c0vSYZOZlXZg5Sfw7axIAM1cGmXyBiR6LMvaaOIk37gQFejSCNAT9/z7F5Lu2o9XHMOZX8C8IljfpLG8F7+EhYqdW8S9Jxv9yP7OXhfGkBP55wbm3xgnMKgJzJVQkRGpTCCfsY/wV9Wz43CRjL/HR/O3TjL1zADMtmH5JM/Ov2cTcQQ9oEFh0wHHQLMXiLkG6U8O3qJHaoJONG6T7JWZaUX+6xNLeRrIbGxAPPM7sQS92c4S6bzyM59BZMvu6iQwJPI8No9mKuQNh7LZ6AFTQT+jeITq/dBqRKyKkYumKNsTEHEIqNnxhDmzJ+PUBVm7agVxZxQrC4EePUXr+dkbf1oO2kmP8pQ3MHdBpOG6xvFln9OMHAJi6xqBuRBK78xjRR6bpuqvA6qWddNxjM/HfDmLOJJl/z0GmXtbK0sFmZt+zn+UrOuj7+hznXh1218ehcZpuP0H4nrMICf0fO0qxQTF1jY7vvlMkt0CuWdD/rRVEye2Kaz4siR+xESWb5U06KJh8YZDEi3vJtj61Uvr6S1q1RMtKyryy0xY1N/kavkOFrIku1so8lUUdzucY1N64HRcAyEp2QmfNALLGwLOyI641rqzd+cqa8pL0rm/hFzkd5alZNBRuV5aztrgA53Ncqn9jbYdeLo+47c1UMwGKMhAw3OcKKVDFC1SihVsKk74aLo0qL4oCl5ztVMxMcct3tR1gFyO6WCbgVue0fAVpVvn3jHvBKUNhh9yFHwFOsPz3rCsEKLQacFgm67rZIrcEJL24JGvWxkNlSist30KVU9K4QJEyEK1kA8uWCkoD9LVs4HrHX/FH8wZKhANF/KaF37AImkUChoUmJLbUKTgGyWKAVM5POlP2zXKE251X2xZfATXntaaXx2xQvaar3wlF+VqqyQxVjlf5W8WypBKW+3wlFJhctL/N/4vR8x/jjL+xm56vjSOjYYotQcyM1wXljkIFfMxdqtH6kE3wVydJX7eNQoPO0JvDRM4qEm/YSf/Hj5G7ZiuydxMNJwvMRvwUY4quX5RI7PKyuF0ncqiT1s8eZuRv9rC8DQb++nGmbttFeFISvfscRELMXteKNykx6wMU6wQrG6DhuCLbauJ4FY7PIHGJF6WD58gwcuNWAnMK7dgwPWID9HailwRzBzTC9+ZpfbDE7B9tp+FEkeCCTXJ7BBQ0Pu5e46u9EP9llsBsA+kuQddPVnCGR7F9rShdYHR1MHGpn/CUpO/OLI7fwPF4SLy4DzOvCI8arhCdLej++jizN3Wx2qMRmlKkOzWWdgg2HMqQa2xG7Wgi3amj2SBsSfJ5XcQeNpAeCM5KMh2Cpq8coWnLAHbMj2dskZnbDhI9Z6E5QF2Ic29upu9Dj5J72V6CExmGX1dH69dH2HjWz+gtfdQHN+FbEizsqyPbAT0/zpJvdks59U8WsQN6tS0bQJow+L9nUA1R6kYl6U4NMwOFvQMIqUgeaCMfl8jGCHbES9ORLPkWH0pA4uatBOdtlrbqOH6FvgCxIZuFPSZ9f3sM0dPBytYYCze6JbTk5hBdv8jjzM4RGu9i7rWbEA5IL7T/fJHZqxsxchD/1knoaEE5DktbDcwMtP9mBU4Mo8eizLyyn8EvJJBhH+M31OH4/j/y3jtMkqu89/+cquqce6Yn55md2Zy1q4CEErIkhLBAZIwBy8bGgI2vr30Bc52wwfcac/HFGIMBk0FkBEgCISSUVrvaHCfnnLp7OndVnd8fVdXdKyE9ZvjdP/zoPM88O7Od6tQ51e+33u/3/b4S35JG7PYrkC4wvBqe1hbM1TUWDqnUn5XMv2Un5SDEL+rM3GS140kebCT60xSDH+in7WGT5b0asSGTpbu34spKPENFVm5oouGEydb/cQ7+BNo4DXcK4CKL399Drr8O76rEyAoCl5ZooIHFQy6mb/LiXRHEfnCOsQ/sITgFDU+ss/hyL75Flc6/O4q5vQ/dBy2P59BWMpijE6hNjeR2ttDxYIl8g4ux9+0hMgprOyVbvpxEaUwQGgfDraAk6pCKpPMzQ5S3dZAdCLP8tnqanzAohRUW3lSH4TVpur+M+7FzbLxyH5EHLsDnnv+7YHNl6TWgwqnUuexLWYrLS61rU/CGqDYxdEBT5XWXaw0cvU2l7NmhvGqH83cFEDjPreno7XxWzWw3a8CmFEXV00bl8rts547abpAp3CaK7S1T0Zc42SYb0Dm0RzXwU72jF4ABStFq06DlFLSsQCnbWNE5t8IKxjgg0r7jd7JgFcddQ9jl6b/GXb69Do7xHrZWyPRIK5sB1UxWbQ+ny/aA/WttSb6gQvdIl5UVqs1oVd7TOQ6HnRE158AB4PbjuMzL17wWZG1iCL9ONJ6hv3GZa5rHuKFpiN9ovMDLE2e5o+40d9Sd5jcTJ7g1cZ7rGkbY1TBHOJRDuI2KKWUF/FayMVQBXy1QqWQM5eV73Gnr4bRKceZln9uKSNl+P8UxPXTE8ZtsnPpfeug6pZhEZnMo2Ty+87N0fm+F5qcKhO49xvxNCfr+9gymS7Dyut2sD6j4FiWeNauk2rdmkr15B1rWwJU1WN3hJTRtEpwWaA8fJ36pjFKGpZvaWHvTAbo/cBTXhiB//Q7a71si9sQ0s2/egjEyTuNnjuNfLLM+4CUyVqL/7y9RiAncGZOmI+B++hItnzhO09EyZi5HbLBIYMFg5XV7mL0+wOqBGKWwScMzEn2gHf+ZGWJDZVI9brKNGnU/myA0Wyb+7TMAdN2XQW5sUA5AcMZk7sYIS394NYF5iXd0mfWrWik0SGJPzzN3bRBTFQSnFBRDYtjBNTpWpvMLY2wcbEXLQWjKpO7IIp6kJDIIsjFO4nPH8K6VKUXBt2wycWcIRZfM39ZKbMjAcAu6fphHbbBaTUzd4mXppjZavjdBvl6l/nSR8Tc00fxEmYV3H2bxkAJnhml53MDstmiKrk9cpBRUCM4YhKd1pAqjr/ETGE8TGFpl8jYXnpUiXR98qrL0XZ8aZPquVqub/eOWoDU0a+A7P4s7paOWJJFhwcgbIrin1pi5MUDo7DJqUeJJmRhuha5vL6MUBQ1H0pgugW9RItqaKcd8RB4do/fraepPSUJjMHe1D/0lu2n89DPkGwSKDoZXsnhtHboPArMmydu3I/JFlKilten86ClE0WDlLfsx1pO0fH8CFIEo6DSc0On6UR7fimX9onslE69wo7fWYe7egpYTRJ9ZoPnrg3T8+yD+qSxuu1dt9MQyqZv6cScVgidnaH0sT3AqR/3njxH9zimWb+5k3z1nLLDzS8bVrzzNlv95AU9K0nrvKLOvaMV/dJTwmOW/1PR0AUwTLSOIDpdQNrKYmqTsh5GPHGT5cIyO7y2xvNdPrjfG6luuYO7OTpK9LgyvQuR7pwjMQf39owz84zjDvxVGb4zS8NVzFOph6Pdb6by/jLmRIdfkJnZ03jrPZxaJnkvS+w/nGfiYVYGZuWMv/vkimRu3vuBXwaYBT8UhtqJRoBq0TIEQIDSrZQBa1VHWyQ49R0dRU/UC1XT+ZZka2+zNSc+Lsrisl5MjJFVK4jmUljCtQGu53Sqb1nFYHdHtQOMyqxmuiouuqPTM0jw6Lo9u0RhSWBRQwXLelbY3jPSaVZ0PVAKd4wbszMfqhixQbZdiYWB9rpM1U6SVNRJUzf0qgMoK/ErJor/U/OYBj7TbYjhUjrUHLBrNEyyiBMsW7YJNARVVKNaALLeJGdYtuscxgqylYGqzPpLLQGQlC1ajj7nM+0azMjAVatABzKZ9vuw9xCaDfiyWYV/DLL+ROM8roie5KXSeq/3DXOGbYJdnjl3ueXa55znkHeeG4EXuqDvN1rolfMGidTy1VVSO6L8W8Dk3C7UNZZ99w+D0KSuIqp9S7XLa9K6wX6uUBFrGAj1IKo1pX0xj6L099Hxrg+nf2cbI21swM1mG31KHay3H9PsO0/R4EiUUJFevEBvMIxWIX8wiDPA/epHVbaplTuhW8F2YR6qCbJNCyw+mMF+6j2Svi/qzOoZVDYzidtHx4aOsbXMxc0cDC7d3EBnTUaMRRv9mP6leN+WgYG2bB+H10PxEmvmrVda3KCjxGIrfT7ZRY/L9h9CeOIf/oTMkfjxK/JJBdDjHlq9l8S8WmXi5j7UbuhC6SboPEt+5wNSbe5i8VaN02Prin7wjyPJd2zF8krpHp9G90PTFs4SmdRZuaUUtSZqfMDDqwzQcL5JrdFl+J+0KqT6Fydu8zF6nsXh7NxttGoou8a7rbOxMUA4KwpMlJl4VZ+xDV6A+ehqhQ/T4IomTJsleldCMgSut41/WKcXcyFIJZWaJvs/PkxyA9KF26p6YR3vkFJFRk5kbXZgeCI3D+hsO4J/NoUc9yHAQqeu4cpLIw8N4F/OYGvR9dYO1PTHG39CIb1EBRaDaQAIg85Je1KKVMZh8fRulmCT85AT4vLgXNygFFJofnMedFCy8rIX2Dz0JUuJ78BTz1wiCoylmbk8QHTIpx73oPoWNHig3hJi6zcfEPX2sHAgjTEhuhYYTJaQiUBvq6freGsW4pPcDx9By0PxkltQWhch9Z5HJNGZ9hM5PnGP63XtZvjJGqhcm3n+Akd/vBGBtX4yFwyqrO3zET6zhefAEQkLvN7KMvi6AMEw86xK5kWXhNf0Qj5LuD9H0+Lq19nc3En1qhsRpHZnLM3Wzl+mbgxRv2sv63XvZ884z/6nrZ8efnMVMpqg/WyBzbR9ru6DrRwVcRy+xcdtOfEuS6VvcjNzTRmRI4N4AhEVFbWyvoxiHxStc1H3xGP5lA7Vo6TtRVRq/eIbylhbyu9tRc4LJl4eYetcuur+9hpDgmUsji0WiR+eQbhfBqQKX3t3M/PVxzC3trF/TTj7hIvz4ODM3+AieW37BuWwK8AijhhapoTcqvxtWdY7UrZYBSOuTKlb8tfSKbjdjtKmay0ztsPUuHhM9aAVXHCGvTX9Y4l2lEgilsNKvjl+M6TUrrri1bRw2e5dviW2t9xaO4SI2/WIfuyxbjsqGrmDotg+PkHZbixowUFIQBQUlr1pAqNYgzw7wDg1neCXlkEkpamL4pEVn+UzMgIF0S+u1RdXOPtkHq4Lhs8CWKCqVeZubIzKt4ZIVU0E1ZKWahMekuTFJe12S1kSSQDSPGi5BrFTNKDhZsJL9U7R/nKaekmrwd5mVCjPHbdt5juGxK6HAmldZsYwVSxaIkLpS9bOxaTApZLUs/9fwINqdmOdwZIxd3mma1Ax1Sp6IUiQgdLzCwCtMvMLEr+gk1Cy9rmX2RaborltDhEuXCditqkEbtDiGkI4TtdMKoqYlRKVQAOs8mbamp5LdcW467EyitEGV6ZLWfnHbz33x4R2anzJQRqaJTBjEL0pGPriT6CCMvDFG09NFJl8RZem2Hpq+fgHXzCqedTA9Kl3fmKN0qJ+uexdIvWyAUkhh8dYOXBlJ66dOkd3ZzMJhH1ID0yVo/PI5tLxk4s/3AxCeMGh5OEXjYyvMvlRBtjXT+4FjuDKS+jNFWh5YYO2GLpSRafo/Nk7dBQOjKYaZyVL/1ZN0f22B3Mv3Mv7+fRjLq4SPzbA+4Gf0NUFcy1miQ5ZOzjubJnFCMvM7O2j/8Sqx8wLXulXKovslxZjAvyBAVTDdoAQDZJo16s7nWTqgEBxJkewPkG1xEZwtERnXaX0kS2TExJ0WmB5JaKZM0yNr1D05z3q/m/mrFVr+95Pkmlz0/NsYPR88jtbeQvdnxxh9WxPutE7L4zkCl1aYudGN/6kRcgkVsyVB8qZezKCX7h/kWbhSASmZ+fPDRAcztDxmWJVyfkHsfJrhNwZBQr47hrG71/ruMiWpLUG8K4JCg5/wRIHuf76IOy3R1rLM/VaV0vJPZy2dzB437fevEz8HRnsD+b56lq6pZ20HmAtLtH3kKXSfoHj7FciAF2kYdP+gRCkRwLUhWd8myDW4cKcM+j6/TDmoER2E7i9OUX86w+pugZYH/7k5Mq1u1q7rYOitUfo+coHJvzhEdDiL7tdo/2mOyT/ew/ptA0zcFcPY3kXiVIm6zx5hy+eXMbyS3q+usHhtPaYL/POC6GgJ6daY+2+H6f3aOjM3h6g7JVDXMjTfN4nc2KDpm0OIbJ6VPQIxt1KZ/+It7YSOTpH8jQHiFyStj+RQSya73n32V7qG2h5V8QwtEHp6ii0fvoQomQiPh9CPz5LaYjEfnffnMN2CwLxB4xGJooMnWaYUNVFKoLY2E/nFOA3fGyJwdILFt+xm8r17WDrgpxRS6f3yMrFLJi2P5Rh6a5Qtn5hk+cp6tKZGMEzMiWlSvT788wq+ZZOxu8Os7BFEf3AWY3GJjr95kqm7m19wHpsKfcIEaYOeinmcc7NpCqtyqxYEVV5IhWYSTpbHsNJ+VqXO5XezVZ0QViA0bKpMsWgxKaQNdiS4a9P/zntzmUC5tsHlZstzKyycIWz/E1F570rbAEOAtHyHpGlW7tilnempLVuHKsUDogrEVFnVO2lVrYesoXAqIl1b5G25PkPFbFBgmd9hnVuLAnImsLkh3JYmR3MZBPxFskLi9ZXojawQ1opoisGEt47lfIB03ktWepGGZpszUhH9Vs6VtCu8nPWvheBO5s55jZPls2k6YVM4Sllguqx5S2eP4KwD1fPmkggHCG1iHAxPsNUzR6uawSXAcJbqWW+nInFh4BUG272zLIXDzEdDJAlg5rUK9aTodqWik82SokLJVtb+WVVZ1iJwOTXnXCO1GTFnzytgarbhoSku8yd6sYxUp4Z3exfhi0n0iJfYMxlyvXG8KQXDq1IOSoLzOhs3bGXpoELvP15k6VVb2bi5mfgFSaa1kbUdFo3b9jMd709OInq7CFxcxPQ0MXeNStu3ZjEGOsknFIJTEmkYFMMKS68Lo2UFvkWYuS2OvOMQoUkT99OXoLWJ1V2CyMU2xMgU6Q6V1Z0hyq8+QP//GWPhhkaaHpxh4XAbyTcfohQS1J/OkfjhLEiTxKNFxn67lbWtCXzLkuZ/eoqpP7uK+KCOupwEoP+zqxTaI9a1b5j0fGIYGQ0RWNBZOuC3MubpLLo/TuLpdXKdYQKPDbL42u2k+iVb/vI0xp4+Cg0eVq6IkXisSNPnT6O/cw9aWyv5hMLs3T00/zzK2u4owdkihlfiShYYeWOI/s/lESYUDvRQdzpNtjtI5FIaqarMXesnOiiZuasN0w2ZzgAbHSqhCUndiTVynWEajkGhzsXadpXO/3OJ1Tt2opb6ybQpCAnpLo1Mu4bnym0U45L4pSAtXxuEj1fX37dq0vTjGZZv6mCjS1D3o1lca+vU79+O4Y4wf89eWr46yKE3nq7ZNV5mbx0nf7gPU7OCuTY0i97XwuxtDbR8+hSBeAx9do7kDe103ZelUO9l5A86CY3D2i5BZBgyLx1AzcP61oDlpOIXlGImsU8Oohb72ej041spo0ajiFKZ3nvTrByySrOlAi3fHWPovd30f3yetk9OMnePJboOTxUodcRxreSYfFsXUoOez0zQ9+VVRNDqX+VZl6zvlHiTnazuELQ/XGTy5T62/PP4pq6jzL42Zq9XCI8K0j3gXdlGx3+M4E4JAvOSsVf58K7AakKl5yuLuLJxMi1uAjMKbV8bRZbLzPz2VsphiA6alIMC74qk8T9OMvT3ewk/uk5oKoh48jQ97GH5ZZ2EZsukruli4WpB39di1B9dQbo1pm6PgZT0feQ8M7+/B3da4t6QFOMvHNs2CXhsMSx2MLLLiitdo507c/vP2rLsWr2FKClWJY+deXh21kUYopLVqXiMOMJfpQoYKlSFPcyKT4x1rEpJWDScx6wYIm92CCepowsoKNVqMWFax+Q4CNv+OlK1AYZq+8WUFaSpoNSIj7EzUxXApmAFZqUKgKriZCogR8momF7TBo9YPZhcFsWklFRLMIedWfMZVpakzK8lWtbcBqYUuNw69cEszeE0cU+ODt86be41mlwppr11VsuDtWYKeTd62bTOQ61hpU03KjqYip3dc8CpDYRr6cPLz4GoaOOdpoEVCydJ1c+n1qJAkyguwzLn22TQv9I3Skgp43KScC9wGlX7smhS02z1zTMdj3G25CKn25V99rEqOlXhtVkFPNKs2RvOfnb2rgN2HKAjrL0lhEQaSrVMX0iEAwhtHyhFf/EBnuioTrbNR2Qlw8QdfvwLAVp/MMPGnia0vIFvSaMQU3HlTOpPmRhb2tjogvAYaEXJwl6LSu755ChTb+2jTtlPtlFFK0iKUYWBT0xjrq0z+q52ooMS0w3q9n6iIwVC0xbNMnODi8C0IN8I3nWD9O07cacNtnx6DqQkeet2END1yUsAmM0NNN0/TamzHs+6oP5nE5jrSYb/eg+9/32Z1d+9isRT67Q+UkAPqMy9RKNx1wDt//cUxr5+Vq9vB6DYHMZ3dobhd3cTa+ggdinDyOsCdH+vQOK0TirtZWN/Cw3fGWTyHVstN+hD2+n75DiJtXWm/tsBAnMSLS8p1AlG39aElmmm8XiJ7O4WWv71BMa+AZYPx/CvGizv8THwj2OkrukECeOvqaP1EYsqS3e60QqSUp2PlV2Wo278QpaFw0G6v7pAvieOO2V5Vy1eE6fp/mn8mSzLd21Fy8Lc23cRP2cSnMgSHJWoyQzmyhqhl25jZZdG71fWEbOL1sVjj/UdYXINglR3J4oO9WcMqIvBeopSzEspAp3fnKf1R4Xn7JvWB0qMvd8kNKtjuhRm37iF+KUS/kWT4b/eQ/NTJhttnbQ8uMTiSxMU4wItC3oAmo4YeNbLiLJJ85EyrjMTSF1n9nd30ftnxxj8xytoOgKR+84g/D6MLW1os6uoC+toW0Ks9lsNOJdu7ab1UZ2xe7ooRU2CU1an9FLIhVoySe+PU3feoBRU0NvrUccXQLGu8XyDoOfbeaRLITjtYaPNQ9PTBi3f21y/uP4Pnmfle3vQcpLuHxRI9XiRqTRdX5pk7J5Our9fQD1ynswr9zH56kY6v7OEN+TFlQuQ29POzE0uvCuQOKUT+NlFjFftJNckGP7bfXhXBPOvHyDXJKlvOUTkzCqZ6/34FwXhsyv4F0JMvjyMOwWt9y8RmJPUP7XEyPt2EJiG2KUCE6/w0v+xcfjT55/Dpr79TIe+cQS2Fd+XGjRRQ3U5aXqlVHXXtR6wu2oHLI2J8zxHgyLKokqDON2nSzXiYCdImiCyagVomC47yNu0iOmyg0dN80qxyX5S0hYqC0m1nLymRNoBQJX5O8dcVJB5zTL+c7Q+thhXOrodx8m3qCDWXYicVf7tSiqoWft1NXSgdQptrY7PCurCtLuPKzXrZGJ17f7/wXzO0BUUIVFt88Wgq0jYVcCrlPErRdKGl5zppmRq5EsuTEev4nwHXQZSrYqsCt3kgB0nyyGqQPgyzZj9Y3pM6/X2LnasDCrAyhGr2/5Qpq48t4rp//HwCoOomiPuzuHW7FSeIzZWpa2Hc/ZVFfA6lXuOlkv8sgakUFlbWVIwy6oFemtamJgeEyNoYvrMy72CXkTDdAmUssSM+DHdkmyLZPGmVoIjKVyPnqb+dBEAtWgF9pmbQ6hFQTEmyDSpuDasDM34H/TR8dlBAoMrRMZL1D0+S2SiTPJwK+auXnrvTZNtFdSdyyMyOZYO+Fje72F5t5vOH+VpOJGh5yuLpDs1/EslEILll7agN0RId6k0P56mvLMTs6eV9LYImT0tpPp8FOolyWs6mPizvUSGQY3F8C8bZPojuGfWEQZ0/KTIyJtjLL15D5O3+So3AqluN8Pv6ab+tGR9O6gzy7Q/ZOA6N46WKmJq4FssMP6HW2k8WqTng8fp+cgZxn63h+L1u/AtSUphQSkscGUlkSEohyTTN7nwH5tAaWlCG56h4ftDJHs0vKsmMp8n1aPS+9+fpvO+FN5nRoh+6ySuvCR67wlWdnmIjOuEZgwy7T7cacnI2xtZ2u/Gt2pQigjCk2VSh1oR0TBqURKaNmg4kUcqVum9GJli8J0tKPEoQkqUMijJDXJX9iFL5craK2VJ+/cXKNZJoqM6/u8+TXJfgrG/P8T6gIf4oIGcmX/evaOUTPwPnEZ74hylKJhuBVfeZOCjY2RaVJp/kWTx+gSmJuj41jzhCZO6c0WKYYV0h4fVXT4WD/jQt3aQuXk77fdOIq/cycC/LqF7BPr+fmRrA+rYHDLoR5bKRH98gd4vLiMV8CZNUl0uGk7o9H4zj5qXZNtMFg6r5Os1whMFPOtlXHmT1R0BCrva0RerOpZMuxfP5BrpXvAmDQqRzbVUcoY7DdGRPMk+L7EvHWXxrftAShKndMZf6UHqZcLn1+j62gzrB+rh9BCLhxT8FxZIHJe0/ctpghdWEUJgeCAwL2k6YqIWoPmBeRInLV8dc3SCjvtTrO50MfR7CcZe5aXrn86i+8AYHqfu+DozdzQSHYRci6yAnfG397zg8W8S8FR1MQ6wqFQMOVoCqAZ9pyz92VSXrevBa1SpLlPUAB+q7smlqosyOBRPVQitlJ4lTIVKKXetMNQJIpW75l91OBkK5/2hOm+od2460gAAIABJREFU+BPVBqjLgJxj/ueqBuqKwNp53L4rd6rTrEyIDRxsak8pKdb/1QDIijmdpBo8qR6vVKprttlhlq0LRrVBnlsxCKhFq9WFkORMDznTTVZ3UzbUy9yoK90z7WqqipC9thqpQu3U0Fg28HGATiUb6DYrYEnaNFlVyG4DHZsWs1yMlU3TWQCGfSKNX+H0uYSJVykRUIsoihWFHMBba6NggTkrO2nWXlM1NK+D3SrXlbSBc614X9YAHoHV4NdtWoJ2hRdlWfrqdpXAVIZCvZfooKDv6ymCczpICXu3Mnm7C0/KIN2hETg2QddXZ2h5ooBagpbvT+BOQ75J0nlfiuTNW1i6rpFMm5vFW9rwLhUIffcEy/sCyBMXaHmsgHjqLKmDLQTnTDq+MkFkwkDbKDJ6t5/llzSQ+I8TuIfmLSHnySTa7CrulERdTDJ1i5f1bUGW9ykELi2ztlPS//FJwj+0BKZqEZbv2mplDwxJek8DG20a7uMj9L7/GK6cpO3hEulOa6EbvnMJLStIblHo/FEemc/jSpWQnS3M3RCl7rNHUEdmaXq6xOIVHpRwEGN3H22P5pm/xoV7Q9J4ZIPwZJnGz58k8dg8XT/Ks+V/DUK5RHZbgtLOTgr7u6k/V0L3Cyb+cAfNj2Up3XKAQpOf5VdtR/F4iB9ZQOnvphiXrG3TSHeoRE4t0/DTKXo/dIaGk2UMt6DtuzP4RldRixJ9fJKNDoXgdB7drxIdzJBvD5F8xQ7UIpTb6pi/WsPwgAz4CAwuI0vVtiDlgMAM++j78hr+6Qyr91zF8j5Bz/uOsNFj4lsoMP6+/c+7d8pBjeTd+5D7Bmg6UmLuGhXdqzDz+l6aPn+a+euiNH5nhOhYmfE3N7OyR1iVXCsG6zsgMlZG0WHiTj/rAypmKo04co65W5soRgUzN/sZeUOU1dv7KSeCZK7pxshkMUNelDL4loqEZnU8ayWUsolagqanJD3fThH9/lnUp87iXtzAndQxfALXz06w/pZDAARmJL7lMpOvaSE8Ct4fHUct/3o3POFJHe38OPlGgdbaTHywiMxmSfZo9Hw7z9iHr2T6jgQytYGWl4z99QEaj5mUehJEfmj1bct3x6ChDqlArkmQSyi0/mydclMET1Kn7ZOnET4fnB4kMmbQ//l1+r68wcJv7bKawHa0MvQ7UVo/c5b6xxfo/dIyDc9IzESUzh+uv+Dxb+7rzwENrtqARTXV7lQL2YHLuSutLSu3eihZz1UqYs7qnblwghRYqf9yzd1tzWfgNi8TxlYyCTZIUkp2FkaTlrGdX0cJlK1qok0Mx2+owgrVlhXb86qYCdYa4lUq2yyjPdNvi42dknET1JyC0zLBsDuJGwET3W95Iwu75FgpKKg5gVrAKlEv2w7Ewl4bB8zVtJ+oWAS4JNKz2UZi1nl1eqKpwsSlGLiEgV8pUZYqBWn1NcvpbnRdvfwcOcDQJavmezXl+JVu9s6oAcwoIDwGwmNYa69KFI8BHqNKDQpbsF4j9q3sQVNY2TanOe0mRlmqGL/ia5/zfNOh6qo0pgP8TLdpdZH31HZcp5rpcs6XA471KpC+zGnayayqJqrXPl/OtfUiHO1/9yRKQSef0HBlJXrQzXq/i+XDdYy+NkT8rGDmBo2GI+ssvKqXyde3MX2zh40uE5nL0/qDGYLToIzOEHtihmJMoOVNEsdSrO4KovR0UIwKxv/uSrTHz6D2dhJ5egYtZ4JLI/zzYVYORAmPCrxJE1kqYdZFMTySibtilu5jWmfp5nb6PjtP/Fun0fICXBr9H7rIwss7KR/eSstjRZIDUAoJykGNVJeGf66AVpCsvnIHykCvZWA3tEDDSev7zUil6frEeQKzEvXpC2RfMkC23QeD47Q+uILi8zH2nn5KEQ09KKEpgXZxAvWJsyhlQezoPOpaBtdDJyldvQNjaobxO33I5gYWX7udTIuGliqyeNDN+hY3kdESUgM1W0QrGFYbh53WxjPqQqweiCNV6PzCGO60xBgeo9TdwMwf7sF/aorkFpWJN7QxdXczweNTcOVugrOSXLOPTIsLjp0j2esi2afQ94kxMu1eQuPW9W/E/GAYoFazGPX/cYzZmyLkOsKs7I/gTZr0/+sMqTcdxpVWSPf4iF94fiW//8gI4fE8uTY/nofPsOV/D7I+YPXHW37DboJzBqN/ZOl8ej41ilYQzF7vInhuATUvSPW4aHoyTWQYq23EO3Yh9m/D8ELiZI5SxKT+tCT6pSNM3uEj+Ogw5rW7GXt1iOiIzux1fkLH58g1e9joDhBY0AmfWmL8VRHG3r+b+XcdotQYwjeyTMu3Rpn40JWVasGG71xi/iUehAmNXz/P0u8fJn5k4de6lpYOaqBpND+RB9PEfXKUpVdvJ36xTCnqpu+vTtLy6Abj79mG7hVs+fd55q8RTN/kBWkVzCwcdiMyObzrktCkSfODc5geDffIPLkGFxu37mTmD3aRfP1BTE2Q7Y4w8qYQhQTEz0uWbmzFP6ew/PqdzN3ejEhtsNGmsNEfQWovDGk2B3hqKQO7KqTigGyIKn3iPO4EfJtiqXjk2CDHdDQNTsbIU/Wncf7P8JvVSiiHJnG+wIVlgGeJe+3/0+z38cjLNB2yrGCW1Opn/orDtIGIdLJcldYS1hxNt4nptYOXy6YRagW7DgixszGm17R1N5dnfKRbVgK+6TOrVJpqfb4eNClF7PPisoW8RQWRV1HsqjdhYlUvlZSqd5C9PpseNYBEEZK84SKt+8iZbtb0IOt6gLTuo2yoKIqJosmqM7CkYsB3mb7GBiOyoFaOrVLRVJOpkSW1aqpYUjALmtUgtiZbJxVZ6UNVKdk3sQCwsyc3meUpSw3zV+ADDQk5qbGsh1kpBSmWXTXz5vJsqFmlJ59div6cdhK2Y/Jlc4RqCsi+rmRZwXDOqQPUX4QZnrW3XcXknXWExwtEz6dI9vtwZSTepMmWD1/C8ED/355n7HUxmn66gOEBLSPo//AQIhpm5q42yn6Bmcky+MdtRCYMPOs6UhWsb5dMvLaBQsKk7qxEaBrmxAxTb+xko03FmJlDBAOs75AUo4LAfSeZ/KurmHh1HMMrUUrQ9vMSc9dpJJ5chlKZtbv34J+XiEyeyT/YQaYdNto9eOY36L03RTkI/qMTFBJWeW9grsxGlwApaf+n45Tb6/FNWQ0kM68+iCwUiX/hKGJbD8k+DbVkYu7tZ+a2ekRXG3XnrEaf4VFY3R/H7Gun/NI9dHz4KHO3tTL+5mYW3nMYLVNCv3Y3UgElmyfdB/l6wcgbw3hXJHoApCYwNUmhOcjYb3rwrJXY+vFZxt+7Ez3gov5nk6gFgQwHaXh4huzdh1m8wkd0xEAWCoQnTDp+vI5/QbJ2fRfJ/gDxb50ml1CIjhSY+p9X0frNMQyfBK+H0DeeRi1CYFayvjWAkYiw8I4DlbVXggHavzOPdzlP3VdOEPzecSbe1E54vED9WYNUr0J46Pk1LUYqzfxLAhQiChMfPIDZ1Uz3VxdoeipNod7SEvZ9bp5yQGH4j3ro+OunrD5Qq+sEpyUNR9Mo+TKJH40ydpeH0LRJcsCqPFvf5kMpC3JNCsqebbQ8qoNhMHODj55vpQk+OU7j8RJGQ4TQ/efwrpZxpcuk9zbQeMyg7WclykFQf3GaQk+C4tZWXBuCxp9ZoCZ3dR/hUUvHh0vDkzah+J9vivvLRnTIpLi7i0y7h8E/7mT99m00PLaE7lfwT6aY/739CFPSdKSEVGDo95rp/7dlur+TQmgarQ8s0fWxs8y8oZfYkVk8SZ3kFc2s7Asy9N4eSmGBWpK0PbhOuktB9wpWd2q40grdHzuHKydJPL1G+7+dw1Sh5cElittaiV8sE76YZO76yAse/+bK0mvomUoGp3Jn7dAKXKa1kUo18yBqTQBNbF1O9TnSZVa8XiqAoobKqAAH5/Vg92gyK54sDhix+kzV3No6otHiJrlMJ+sgqPoKmVYQF7bZX+XzajJazzHgq6G7gCo952RDnIAvrODvgBrpgBWlCgqcsmthWiJYS+Fvg0e1KlKuUIObbJxqzUNgllSyeTfL2SDTG1FGNuq5kGnhfKaFwUwjs7kImbLbPgdWZVRtT7QK6HB6O1XoGarnw1Vz16VYay6cknbDymiJggXkKvvKeUltdtA+5go9+GsItleNIAWpWocvn5/aMiSUJRSkwoIRZryYYGIjTiHvtg0DscGHrLZGqR3Pd4i14KgsLhNsV2gtR+PlgMva0nZ7L73YRnIr+FYkakGn0Bwk/rmnqD+VJtukkL6xn40u0Hf1IFUYvqcJdwr0oESEgky+tpWmJzaITOgUb95H/IwgOJFl8QoPE3dGaDgGnjXo+3qW6Nkkpat3oLa30PGtOUKzBmpjA+Nvacc/azURleUS/nlJ1z+dpf+zq7Q9nKEcUvEtCuZvbiB5VRv+JR3/ssHI77UTv2QQnIb46SRiLcXQW8K4ciCzWfo+M4OWsRxrSxETkc6SecVeJu70g263lslLGOhm+v2HUdI5lBIoJYk2v07bl0fI9kZxZQ0iR6bZ6LJE2qOvCTFzvZuxv7mCpi+dpfsby7R9b4algyFSXR4GPj6FEQ/S+nOd9p+k8K4IAosGhht85+doebyMdz5D//tOkWvyMHtnO8EpifbUecz6COWAZPrOBibf0I7hFuSaJYsHFcq7eqxqwvFZYl84Quynw3jSBubOXhKfO4byxBlaf1Fg7tU9NB4zkS6N1JsOU//INKWoIPbFo4y/MkR05FnZ+/UU6d4ghRt3M/5XV+DaAG0xRb7OqqhbvCbC2Puea1g3+/Y29Bv2ouUguQ2antYZflMIc2qW2RvCxC/peNd0ih1xYkdm6flWGnVrH+6MifC4KYcE8sQF5m6qQ2gawSmF9a0Kul/Q8e1ZoiNFglOC5sfSjL06gu/xS8y9dSc9X5xDXUmTPdyN98gQC1dHWHvVbrwjS6xv9RE5NkemWWX2ejfxiwarbz/E0kEPhToXpgaLNzYBYHgU4t88iVKC8s5O4g+OYjTEOPvPuzZ1HT324G7iD4/jPjZEukuh7/3HiQxlyGyvY+FKBakoZNolmc4A0y/TiAxn6ft6itUrG1jZF2Hi3TuZfmUDoqWR5kdSrL6kFaUsSfUoJD53nC2fW2ajG5I9GnPXxwCIfeEp2j76DN3fXCZ5+3bCJxcYeXMcfFbTWHN0gonbPaxtczH09lilsejzjc0Bnmdlb4Rhuf8qJdv4r/is6hq1JstSyfjYX8x2IKuUHrtNq+LEayD8elV0C1VaxBEd27/j0GO2Hkh4jYoIVjz7bt60MiFKfnNB3zLuswXELhOnAaiasYTFSt7qVn6ZOLsmwFXovoKKmlfQNhSLahFUO6tr0qIinDt9lwXmELIiZHY+Ryla3c+l3ZurIoJ1W5VZMqBX9VWG1cHbldl80McQkNHQV32szEeYm48xMt/A0dkOji20c3ahmcm1GMmsD9OsoY9qgYawwVe5mnmoGC7aYNExDQQbWJo2yCk7AnhheRfpotofzOnB5jCcFaq1CkAvA7+/4pgux9kwvZSkUtmSzwd8ClIlZXoYLjZxNtXCzHIMI+1CyYsKWKnQwTXtJYTdPLRyjTmgudaOAFBsSkzap1gpWnNXvXrlXFQq/hyBvibB++IDPFs+conUFpi6JYQwJdlXH0adXaHxC6dZ267S+IzJyi4fPX95gvaHy4QnDXq/uMzgu1ro/PIES1eECF5cxbOSp+4bJ1FGZ2l6uognCZk2heafr7B0MMTE3XG8F2fJDiS49O4mVnZqpA+303XvEnUXyrQ9lEQJhcg3Clbu3okZ9DJzY5Bso0rDyTzBeYOVvQpL+12s7Nbo/tAJwqcXqTuXQ+RLSMOk8ah1QyNamzBDAZYPRjBV6PvASXBppDtVWh7TyQ7UARA8O8/cjTE671vHSESoP5PDnSwx/pZ2iIaZv1olcGGJlZs6CY9B9Ikpur+fIzoEnnWBEILZWxKYQT9NT6wTu5Rj+F0dLB8MU4qoqEsp2v7pGVI9Gm0PZ5E+D76pFAvXxRn+232oJYknKfFsmCz+zgFK9X6678vjXZV0fH+Z2NFFokPQdV+O6Zt9rG0XiEgYramRkT/pZ+5ahbnrQky97xBzf3oYLVmk4egGoUeHyWyvRy1KjPoIhYRE7e1EmIJCrHozO33PDmQ2R+R8kuW9Lnq/uER0rIzIW4Lt+q+dJDZUYm2bh+G/2s6pT+1m5maFR3++Gz3iZf5qD80/X0XNC5b2uhj4uyEwDAJzJoEHzuA+cgnXkQuM/1Y7qf4Q0y9PEBxOUtrViVRAa2ul+dMnGPmDTryrku5/GcTwCDI7GvEMLdD84ALqzDLBaUjfup3We0fRxyZAUVBLJpPv2kkpAvWPzSI9bkwXTL6+ndCMTmAWVneplAOCwJxJIa5QjJvUf+YIAAuHFYTbjXfNRHn0JCPv7UMp6RQjm4t9UgVZLrP8+p20f/Q4ansLpbiXVKdmJSIWV2l7RCfyzBzRQesmM98asKrkBiBxRsdwwcpVCZTxGeLHljF8Ch2fOk/ytfsxBkfoui+PKydRi5KuTw3ClbsxDm9HujXKfsHE61vxzwvmXtuH3N6D2NpH/78tEBvW0TIKueYX/n7fvAVdRT1Z/ed5NQJ2hsf60hbPfW5tFsSwuz9Tk8VxStFrdQiCy0zUhCGshwy1GtQc/xVZfW+LLjI33TS6WlFDlX4RVimqMKwfpSwsjOMIiJ1jlFVjPOk3MA3VyswYdom617AyRXkVw856IbAAkV3RgwTTFAind5bz/o4fkotqgHToMyfeO8v1a+CdCoUpAakgywKjpJArqgjNrBpNOlkbJ5Nlcrn1QM32qaxrDRiRdrZCQFWUbb+mtsrPeoDq34rlW1RprgnV82AK6782iXl+srSd2UiMrb55utzLeEUZlzBQkaj2mxoIstLNsh5mslTPk+s9DK00oKfcKPkaYF+ZqEVFoJlIlOqeNkEoAqmYNiis3mQ4GSJFtzrGC8PqSo8AI+ui0orDnnNl3RCbnvt/5TH4wQE8a4KuT16ElgaK26Mkr+1i8UoBpiTVpdLxlTFWXrufuqcWMLfUk9pdh1ISFAaaaX5oiVxfHP+xCdbv2svKHoFrQ6AY0PBMkY2tMbS8RMsIcLuYe6lG/QnwrZaZfpmKe1cD3lVoObWKbGtCLUChTpDsD1AOSlwZwXqfF8Mj6PvsHHI9xcYN/cy96wAtnziOtpFl8p4ttP3DBJmWLWTbTSZf04R/QdLw/REm79mC55Y9rG3TKEUkmVaN4KwFfMfe2k73p0bIXtEFWM7Ro+/bSd9HL5G5tg/fkmDk7S30fmmJckOIzL42SiGF+Ml16tfTrL5iO3UXS2wMRCjEFMohgX8O6s5kmbk5QPjbS+Rv3UvTUxnEMxeYf8chmr96kWxbPd0/KOBa2mDxjQ2Uw4LGIyaeU+NMvHMr3V+cZuHWNvL1gq5PXWLujVvxrkDTp46T/M19LFwt0DIQOy+IDufJNXvQPYLp2yK0PbSBmc6glCX+B04jSyU8L7uKkbc10nDcIPzTi5W1z7WaiM42xl4Txz8vWbqugfBECVkokOqXuF67j7r7R2hcbkAZncbX1YISDFjf5U+ehhuvZuqOOno+MYyxusb4XxymHDYJjwrkzj7ExXGMfQM0nCiTS2j4liX5jgj+S4u0rvoZ+50OTFc7Lb8o433sAsbOXqtVyG4N71IdyrlRcLtI94B2XiG/sw11SwuT1/ho+9kG7f/rFDN/eoi5O9rwLZs0PbSI0A0yOxopRgXNT5bwLGRQUlnkeopEqcTEX14FgDspSL9sG9F7T2C8dB+epMAcGsd1MM70dTrtv/jPh/+Rv9xO75PnyV0zQP1/HLfE7ZEAk7dqxC5Ker5bZOS9ffR9aQVKZeLncigTCyiRDhKninhn00y9MkFwRlJ3Kolsa0b6XJguQealA9Q9PIFMJODCJO72AbSCSe5wD6luK2vV8ukhomEvya1ey9xwRjJ/dYj4YJlCLMrSFVY2s/HYC+tTN89t1AYnp/rjshJb53lcFnSr4Ma5s8fWr1QzPug1P87rdKWqw1BqqsKc93cyRaWazIFdJi4uA0pWBoVNCndFperHmccvoUkc6kpwmebll2YXlJrXOOJag5qWGA7tU5sheVaghyodZFeJPbu82/p8h0b51edd/ehqAHWyLaLslN2rUFCqDsplOwtTrMnI1XY5fz6g7ATqmqozUTOPy86vMzGwMzg1VNGzbBJ+jeQOACMLCZ5a6ubRZD9PZ/s4lu/hVKGTs8U2zpdaOF9q4WyxjRP5Lp7c6OOR1X4uLjWSXfWj5uyqOkG19YWzRjU6JVFL7RnPfczZD5XmolJcBiRFSanul5rspvO+m9Uv/VceDc9A1zeXMLa0ke2JEHloiGJEwbdg+YCFJw2KW1vItgpYWWP+Go3ATIGOnxTxzCQxwz7mr9bYuLaHbIuCKytoerqIlgX3Y+dY2a0S//xT5JtMSh319HwjTSlkCVaFAaFJSaZNIkMBZm9N0PoPT9L+7+eJfuMZer6zge6HUkRQaIBSSxSkSapbpfGZPEooyMQ7ttD1pUmWfv8wbQ+s0P+BM3R9bZb6b5xh4h1b6Pj4KcDqjG5qsNEBvscsP5/YoMnG1d1km1W8S3mUupjlfRaPsnBIJXapTN/n5yl0xZj6DR+KLsk1KIjFVVAUfCs6nsUs3rUyvlWT6LBO49EM61stczu1LkYpqKAtpSnevI90nwn1MXr+4hiliIvRtyTwLcPAvyyyvE8w+IF+K16kMyQ+ewzDKxl/11arX9M3R5H7BpCKoO8bOXq/vkbDT6aYusWLO20QHs/T+cnzTNwZRLg0fA+fZfpPDqB1dVColwRmBOFzq9BYX1n7xDMw+eoGGo/phCd1Ultgea8HY3UN75JCKSwo7Olg9mUR5n9rJ6KoUxxooffLKyh7ttF17yIdP1xl6M97yd95gO5/HUYYgqZHV0luDTL1nj3M3BjAu5Sn7lSSyGiemRs0pM/D2OtitP80R8cDBfwXFhCBABs9AcIPXSIwK1HOjzHzh3tZfcV2Gp8xWdsF3uNjKI+fwp2UTN8cYuQjB/EtSZo+d4qyXzD61kZkJke6S8O1Ad6xVTJ9EfSpGaSuI3f20fl3zwDQ9vMMZb9C4ZY9aE9fpP2zl5j9o4PEv3KM5N37mH3LC7sSO2PqcJaNdg18XnyzGyRfux8a65l9WYTmJyTZZoHr7Jj1nbaeRoYC1v5QBAtXepi6zUVqVx3BGZPkVhh5YxTT70LkywSfGCfdoSFDAUbe20fmui34lststGh4HzxJKQzZNpOxD+xBW8/jn7cKPhJfOUniTAHTJVi6wrrGO+7PExhJv+BcNpXhuayJp01HON+nDngRjj4DrEAuHWBUpZqcZo/CY1oOsLbYFKUmC2RnchzPGxRLOHyZGSGWdsX63Q6UdiZJmLYfjYtKc02hSVT35gCPWrSCh2FTUNb8rKyOcyxOO4gKzVamcux4DEuDsqFZhoiGwAhY7sXqhloVa9dSEapl0ohB1a/IAFFWrLmpEkGNkFVaDesswbSsujbbGbZNl+RjrZ8QgHCyNlTBh6Nh0mQ1I+e8rrbE2qCS1bK4Pvv8qFSr1p7dS8t+asXZurbY6jmAyc6a2I9V8KEDlDcJ+PQlH7N5F2sZP7PRKB5VJ+gqEtKKKEJiSkFZKiRLfhYyIVbXg5hpV4UCdXx3KjStA3AkyMoeFwgFhA5CCEy1JmMGlXU03FTAv+Ezq0DZ1pAJaem1TJ9ZvYYcQfOLbMSPLLB8XTOlsKDlK5eYe/M2EKDloO6CjpY1KEU16k+XWb5rO+0/K5Jr9RK87xSiqQFML6Yb5q8WuDag+xOXGH/3VurOGSgdrbT/NEf55gNELwmUx0+x+tYrUXRJYNGg8VMnWHnbFfT+xTFG//oKuu7LkP/NQwgdMi0qgUWDxMkSvhOTTP/2FsphF8XrB2j/+gRTb+rC39lP97+PUu5tppAAqSiMvX8PvkWBlmvBsw6ZW3dZVNa/nqDuwFa09Rz4fQDk4wqlCHR9aRIzHsJIRGg4bmBOzeKfb6IQVxFb6pn6DY3Go5KV3S46vjWHvrpG+eZ9uNeLCN1qoun//jMIl4ba3Mjaa/24U4L5u3qoO1cgta+R5b0KA59eYf6WJgKLCcI/H6brR+tM/tVVmBE//f8yzfA726k7b7B2+wDpbgXfMrR8dZDSrk6G/riHxClJ7PFp9LkFhv/+EL3f0DBdUAqruNcKoKo0P6mjNNST3t9M6y9yjNzTQs//OIo8vJOlay0DQGe4syZtD2WRLhVtLUvXj4MU4m6mP3A1pkfS/M0FZl7ZTPt3F9DrQ+jxAOqjJ0ndfYjVXQptPy/iPjeNK1NH6OQsC3f1EZgRDP92HZ0PFIn/dIa1m3uYflnYElJLQd9X1jAGx6g/XUem3ctGm0Lb8TVm3rmXjm9MQTBI4uFpiEZQSlAKC+qOLBMa8TLztm20PrRmuVz/+XHm3nOQxGMLiHiM+uPrNDySJ7e/k4ZPPs3Mnx9m9aom6o4sUnrpPop+Ff/xScbff9CavCmpe3oJIx4g/Yo9lIIKrY+kMa/YQd3DE5iZLNPv7EJJ5Wj9ytJzrpsj39yD4YPO0FkafzzJyi29RL98BHXgEOt749SfKeN+4BjujYOU9vXS/lCJ7P4OvD85iWt/gqVX9NL1LxeZefs20h1QqJds+dgoc6/rQ8mVUXIFsge7aHl4lfSuelwbAv8Dltt11LWb9KsP0vntJTa216GUTWZui9P+xRHKW1oQwQDzV3kxNVALktiDg9BYz/Tt9c+ZR+3YHOB5Vn+k5wghnS91aYuMnUyFTjXg2K0ppCLRPDplw1XJ4FSquJQa+sIZdmZBmlSAkdOHSyg1wdMOwo5bbUXvIwVSB32TMb8cdKrHuIytk4ekAAAgAElEQVReMd1VUFHpdO4yUT0GhmM2CBWxtBWIFEub47TNcDq+KyBlbSUblYDnZAekTQFVAKRuuUlj612E3WVdqrJa8aVgVa39OkHvWXOWdnm5UK11NE0F07CpO90CwFVKxgrQaBIpZTWI1wIQYf0tFGmBYEml63qF2lKltf5OYudZWQurVYeCxMSxEBDOnvx1A74hMAyFgq6hCRNTChQhcSkGChJNKuhaEb/Ly7oicWRMFrZzFrPmOOyMlAXwLIqlsnedx5y5O/taCpSSNR9pCtScYrfWqAI6KcyKy7flYv1LzvWLZEy+poWmpwu4Z9aRrQ1ER8r45jJM3BVD97lofqpMul1D90PHpy9S3NdDtkklsG+A4VcGcKcEXfflMXwqrp88g+nxYLok4bOrGMNjLN12NUrZqsgZ/uhhtn50EjMRZfHKCHMfvoL+jwyy8LtXEL0E6ug8XrWV1R3/H3vvHSZrWd//v+7nmd7LTtvZMtvPOXv6nk4HQQSk2BCNRtBvbCQKMbH98jWaxJLYDRFRA1EhFkBRQBEEFTi99+27s7uzbcpOb0/5/TF7DgdNSCT5/XJFz/u65tqdZ2Zn537umfv+PJ/2smIog+O5EVLX9iH3t+KeULHtGaW0rYt6LEjbt8dQw36G/6yT5ucVOu4aJHtZN13/mka1m1jqc1BpAkNJo+W7kwz+zQYiuzTmr7XS8ZEhAFxxBftwmnpbE1W/Gce+SeZv7CRaXE30h5Oo84uga3RnVlJstdF693GyV61k/k8iNB3VKfsNePcVmN9iQr1oC5aUoBTWaX5OwzG2BKNTFC9fifNnx3H92oZw2Ij8MsXYzT6cj5YoX7+Zjs8cpnJxP3rYRueDOUZuceKckGg6rmBZrFFf0Yr51AymbV1kOwWeJ0pIa3rp/NAu8m/YRtf3ctT8FmYvcmJa14drvIZuNZNrl3H+eorY8ykAKkEztqRK8FdJ+HRj7h2DGaauC2Cb10m/2oolJWh+tkBqlQPFphN/bQTVCiymmHldGMWu07HfiH2mguuxYaRwkKVLOwntq7N4WQvBbx0if+06oj9OsHB5C7W13djnNWL3jpLf2o7tZ0coX7EWvW2AbKeEaml0dy5f1o9jRmPstjY6vnyKoY+soO2JGsHDZWYusjJ1Q5iaR8e0BLrZSO/HTjD68QGsCzB/eahRGVcHz6gNQ1Fh9o6txO4bQ6/XGfxID70fOYxB15l9xwDW+cYaM3KLnZ4PDSFrzZQGHESemKXW4kWxy2R7Osh2Q+dXRlAXF5m6fQ2aSWb6chs1j0ZgP3iqKo7HjyAFmtAtpsb+snUNqlngOZGnErYx9Vc7iD24yNI6P6a8ilTXEat7cY0UmLnMxdzNK7CkdALPTFPtDJC7sINyQEfxWpl+rY/YD9Ms7PChmgXRXxWZunMAZ1zDmlLJdkp49ykgwHFoGvuQlfF3dRP7YZr0K3uQK1AL6QQO6RS3d2MoqdS8L72xv7zl78wCfc6iffb+ub+feQw4W8b+mxuO0JEN2guhn98wWM4eOzeic27H2XNCI2c9T+eEOH4zUfXs377M0mzdpL+QXHzOez1Ld5c5p7eMjiSfk3y87NlCp5GzYVj2AJ1JWP3NuTo7nhfGeLYnyxlK+Tnl/Y3Nc9kLcyaBd9kzdhaBsdwL6OVKnHtupcY4xPLNaq1hsdaQDRpC1s4JPeoN59I58MuzYacXXrhxfs+tcDs3t+fcz83yOF/0HM6Z9uU8l7PnmnM+G/9Vg0dvGBmqJr2oRF1CRxIaRqFhkFRkSUNIGv9W+PG3cqiWz+W5TLqzx/+t2/IYz3ivziZqn5kTln+eU+l39rH/alzvf6FMWR1TIosScDHzCh/2ozMMv9UNOrTeN0im14ptUcN3WmHiPSvJdpiwLmosbrCjWnRUC6RXWrCenKXwhm0kbh+g+x/HqUbdjH16O/Y5jdC9h1ha6cR7UlDrCFKO2JFrENmlMfr+PhSroO4ANBWpqmBNaVjTCnqxhC5g4lozrmfHGX/vClSzxNiNVuZe3YEYieMeAcUiofS2oFgkmJmj3Gwl2wPu8UY+YvaCdgIHdSyLNVzjsPTWRh7H4gYDxR4fmRU20isM1Loj6AKMTx9m5N1tZF+3kcmPbkGqKmgGwehf9GMoaXT+qIh7qEAuJjHz6ghtj2bp+FGeyLM5/Ed1DCWNkTe5KV+0grltMuMfXEvu4k6UyWlEuYpqgdGPbSDfamDhLeswP3WIbIeRqavcGPMSjhmVXKuB5ForulFCbQnQ/tA85ozO5LtWIiYTKFcM4HhwH2M3u1jqNmGf1TCUdIyFOpVWN5F/OtBoYHfBegyxNjK9BupWiZnrwmfnfvayAK33DZNvF/R+dZroU1nk8Tkiu6v0/dMciq1R0q7HosS+E8dYEKjb+hm/wYauqixtCuP62UkscyW839rLzHs3olgEiWtb8T9wkKbjVTyPnyS3PcbcdpmZ9w1gffoYpmwdQwm8pzVs0yV0SVBolWg6qjJx+0pan6ozc4mJut1A03GFSkCn7ckK7nGVyWudFC9fScvTjbLzqqeB4Ml2Q3K1BeOpOEKB4T/rIHFLH3JNMPrXG9BrNYL78kR+Og2AZUFi6fUbGH9ThGKrjhJ0MXGdCdv+SQpR0WhIeUUXck8npaiVTJ+V9kfS9H5qGPeDB8m1ypSuXMvStijjbwoTeGKMqt9MtlNi+io35lQFXUAl6sJ9KottzxjmXYNkVruQZ5JU/TrhB07gO5JDnVsg32om0yvT9bmTFKNmOr8xQWaNh6aDOYSiIxQNa7KxV9RcMsGDNTSbBXQobGxh4eIg1gWdyet9FCMSrriKewQKzRK5dgOmdPmFtjT/jl6Wh6f3nftezp/9Xqjn9j3/02/hf1Q97/3DHX/P+3b/1rH88u3FqmIgRwfx/x/e1Xn9R4o8kaAW9TK3w4Z9RkO3WbDOLeNXsnkUqyCzWqfn3hyqyY3nuUnUlgDenRn0G9oI7cpSarVTWB/FdXqJ+c1e6p1hKk1G3KOwuEHg2Rei7JeQVFjcaKPugJpHJ/ZYjdj/PUziA9vxDtbA5yFxiYvWh6YZvS2KrW0Dwa/vo/gXW8hd2EHnPaPoTjuunUUGP9BBqCWMc7pO/CoDfZ+bx7N7kfJVG3GcSpNaFcR9Is3wW3yE9jcuYtKrLOgSjXwkoP2HaQAWNjWSdsdvtOAegvKrB4g8p1Bzy7Q8XUbxWCj7JawLYE5WSK53EH5imrYvj1O8sh/F3Sh7dh+aRzU5KQUNNB3SKUQM9Nw9zfhbWqm6JNSbNyM08JwG+5yCOV1FzldRVZWmwyXkPSeZvnMT9niB5Bo3HXcNgtfN0qYQ5SYXkftPUd3YiVauoFoksrduwXsSSiFBrgv6PjfGxG1dKFYdLt6IaUlQd+l0ftuAd1hhdruMOf3C3Df/eJL5G7vpuD/B4mUtVPyC6N0TFCNGLKdrBI6oyGWNha1uFJsHoUIpbMI9AvEPDOA/pVLZ0UfNJbN01VZafpFHHBpEcjtZunED81shRg+zFwh6P3ECoiFm3rUR16RKcH+RxfV20O2k+wWd35olszlEZGeVXLsJqS4w5hucLmPegGGpgnPPKVy/MFNf3YGhUCP6K42pV1gJfOkQTSu7mN/hZukVvUS/darRI+rGKO5BsGZUhMnEzMVOWn9SBiC8p0oxYqT1qSKjr7NiSBWRqzb0UpmaV6fnkydZvGkVJDMoliDFqCDwXJ2Zt/TR/GSaQkwjsrNMur/RN6i4oQ3beBZH0E/T948yecc6zEugGyRG3uQheMBNKSDhP1khv6WNnq9Mknr1KnyH0igDK6jboO2nSyzetIrAj06TvaIX/y/GGXtXF7F/OAIdrQQfHgRVpXBpH7l2IwgnclVjcb2R9ocW0Bxm6h4L6ZUNUrvb7SJzcQzPgXnIF5Fq/x/04Tmv8zqv8/rfolrUS7rfilSDpT6BqNWR6hA8UCX32o2E7tmLUASJK32kV8pgtaAZJOK3tOGYUUmud2F9ZB+zO2QYmqD7w/tYXG/DNltFqCBXBJQrRB+fQ6g65aCOa1yj90uTjN1oJvGB7djmdSZfZSKzOYh7TKXe7KXzKyME9+UZ+9vNRHZVMGUVRt/TyfA7Qoy9swtLUkKzmbCMpdBlWLooxuI7t2A7HGfusgCt/7AfzWqk8+ECrp+fwlTQyHdA5EfjOCcanry5S31Uw3acEzp1R8PLa01r5KMGkMA2V0Mu19GFoNCmEzhcZmGLk6UVOkPvbUG0Ryn5ZSp+I86RHHNXRqh5BIUWQbFZotgqyG+I0HHfJPmYwFDRKYYl/N/ah/XZ0xjms0xe70duamJuhw2pPYp9VkdOpAgcVZh56wqQZfItEjUnTN+2koUBM6k3baQUaOTvFJsbbU/anqgR/6MuAofrdP4gQ+eDWTyjKpoJhv4khPVHe+l4pIQ98YIXU/M5CT06TqmniVyHoOWbJ9BrdbLdEvVYkLpVMHOJgeC3j2DK6lgXdeyJKoaSTs2nYUuUmd1hwj5dof2RJPLpSRZvHQAhUQpKrPj8FBW/Ec9pwdS7VqPZzYS/vAfX/hnGbrJR9YH31xN03r+INjGF9+dDTL3ChGe4QuyRDPFXWpjbam7gJ27yMn/rBpRVMea32Kh7LUhVBd8pjeQtG1DcZkx5nYVNgtL2bjSnlZYfTJLvgMSFEqiNcyGKDYNnbqsZc1Yj12nFsiiR3B4gslMhc0M/QoPCpX3UPIKF16wg3yY1vCevDRH+wk5Sm7x4TgnmtzhxTVZxjevYBxfRzEYCe1KMfXgtoX01It88guXZk5iWBMWQhH1ORZMF5lQj7FhzCpbW+jAmMoSfTTN5nQfPWAVhs2IoaWjFRm8oYTIxf6EXpbeV9LUrcZxKYyjDUqcR69PHcI9qzFwTRJclFtebsS1olC/pp7ymhapbIIplyhva6bxr9CXXgvMGz3md13n9Xivd3whZBQ+Vif0wR+K6Vpp/uUSmz0wpICFWdNPxSImWB+N0fOUUlQ4/8VfZ8A42SrubjhaQzGas84LxD2+kdN1GNCMk11ixzynUnRrFDW2Uu/y4JhWajmh49y+weGU7fV9Po9gajQP7vjhJKSSRXCdTjFooD8SohKw4xyG9woxil+m8f5HorxWkeqNAQhpLIIpl+u5OMr8VLBmdxas70Q2CmTs2wbFh5rY7KV3YR+Iime5Pn2TofR14hkoAND82Q2aFmaVeiD6RpveTQzh+dADF1mhMN3mNmdRaJ8bdJ+l+IMPsBVZUE3Q+XMG0JBi61U+xtcGHQjRwNtEnkkR2VYh8bifoULNLIDcSkO2PHyZy115Y00f2mn4yWyO0fGonSk8zcgUym0Mk1+sorQHmB2Q0GUbfGiD6lQO0f/UEugSt9w6T7QFHoo5uELQ8kSXyfB7r8AJNx+tk+ows9XuYvcjD7A4Jc1rgGQJDRzuJi+2YCi+E7KWFDOlLY8hVDf9xFTWbI/nWAcK76xhOTpJeLej9WgKEwJLRUE2Q6rc2muZ9J48uCbq+EWduh51yq4vMdasI3n+U+G091Nyg2yy4jyRxj9UQCmRWOpH7OlGmZzAtCVqeKVFd0Uw55gFAr1Tp+tcMSz0WxPQ8kV0Kjmmd1i8exJxu5Fyl+21EvrgH0/EpRm6x4z6+hGYC+ZcHybcLev76KKl+I8N/7EFJzCFXBKasRPWK9TQdVRi7rR0Ac0bHlK1jT9Rp/fwB/PszzFzSwKvYEoJSkww6mIo6zX+/k9BDQ8S+l0AYDOgS2JIaxaiOYamK9/sHUcYmUNxmUgN+bHMC89NHqV6wElSV5ufKhHfnqbokLIfGMSWWUIIuAl/bjfuxE4y8I8roG320/KKIIVMGg8z0ZQZSr12NatFZvGkFvtNVymELtkWFwgofmZXgG6wiBZqQFJ3oAyPMXO7ENaHiPpZibpsR6/Ai1rSGms5gjWfRw/6XXAvOGzzndV7n9Xut4APHcR5dwHhympE3Owl94wDxV3nIdWlY0hrVsJ1y2MLUG9qYfNdKNINALgtSqwxUXRLS4CSTH9hI9N7jdHzqIJpBENpXwprWyLUZ8J4UqBYJqa5hm8xhymtU27ygg2Y2okuwsNVD8vJ2nFMqsR8tkeuQsZ2YZfpymfDPplHNgtkdMvOXBrDtnSD6TJGWH04z9JEVJF7bCekszlEJ14P78R3LUfE3Cijm3z6AsaQze4GByPMq+ctXINdANzaW9ukbowTv2oVugEKvm6EP9TH9gS2YszqpVTK6gMCz82RvWI+UyuEa14h+/RhzO2zEvh3HOS4I7a1TDEkMv8VFOSSoNDtZ6jQz8Tfb6fzmJJkVAm0xhWe4Rv3C1UhdMeS5FJ6DC3ieGERs6MdwKk7VA3JNJ7gfEpc60Q2NsF/HJw4y+vGNzN+8CnNGZ+JdPfR8bRq5pBD5zgni17nJddqZvqmVTK8RY15HsQpcUwr2GYHvVKPcvNbmo+bWSVz0QiLc0J2duL63D6muYcqpLL1lG8HnFjH9/CD1/nZanqlDuUL8fesoBSUCB/NneWvJjS50STD4/hYiX9jDzKVGcu0SUrCJtodm0Uw6mttGelMT6RVmbPMapYhAdVtJv21bo3XB4BTGvYOY01WEwYCyoYfEFT6sKZWRD/Qxc4kBuaaTvGUDkXuPIZc1/N/cy/SHtpK6upvIczrZfg+uiTraRRuI3T2MaInQ+sg8nQ+VmfzYVuoOHe9plUyfCbmi0vbzAgDhX6dYGLBiGVtk9t0DzF7uI/bjMomLBe4xhaZ/OUDdAZ4DC8x8cAflTZ0MvTNC8tbNWDIaugThPSqFLgcTH93Iwnt2YFoo4D1daJARVJViyIjoase4kGfqFU7MeY2Zt6yAcgU5V2XsM9ugPYp1XtB99ySGbJm5i31oiyl8J1juJaTgmqhR9Rmp2wTZDiO2xw4Se7SEafdpTt/Rgv3hveghH9Z5HefPjiNKFdofy5N4VZRMj8zcOwdQ3FYSl3lfci04b/Cc13md1++3OltQgi7ib+9BqgtknxdnXENSBL79SRSHjGvPFNG7jxB7YIrkOhOx7yUAKLQIMBkRGpQu6kN0tJJcKzG/2Ua2Q8I7XMMzVMZ5bAHzvmF0g0TiIgNSVSXXKeDkCB0PZ3DOKHhPF6g5JKav9FC3w+k7Wuj7fJzRt7cQuWsvcrVRojx2ew9C1ai1+vEfA8UK2cu6cMUVpJ4O5GSOjrsGsU9DJQihn09jzDfCCM7TGYQmSFzQKEuP3neK2Tu24x4G5+kMgYONqr3gw4N0PJCg+4Ecmc1BnN/fw+QfxfDunQWgHNSYu6aVyAMnMObqtPwkQe8nh4h+6QBTV5qoeQTOOCgzCZqOagiTEevhOOk+MyO3BlDTGXLrAo1GjJe5mXjvSjrvbcBB3d/fj++kgi43YJByOEjTkQZXzDtcoePeSWavacF4egrh9aBYG72BWh6cxJLW8J0o4ZqokY0ZcCQ0jAWF3s+PUQ6YsM4LQuekGboHYerDWzHOLmF68hAA2bV+alduIP5KKxWfgYlbu9CMEPzOUapNVjIrBaZUiaWVDeCq97hA376mgbOQYOS2ZtSRcdo/tpvJa5yUwo28lVxMouUfD5PtsoGAcsDI0hU9jH9wLXWXifr2VSz1WHFMq5hTNeSqwHccUqsFgYdOMPL/rGbmUhP1y9fjGtfI9EPVJeHdN0fFb8B4Ko7S04wolKg1u1GtBjxDGoFDGpLaKGSwnppl5lIHAFPXNaHYoLA6TPMzGUrNOoZDwzgmJdKrDNQvWkP7F46gW0203XOK+QEjoX0a/m/sZqlLphiUsSRr5Npk/Md18h061BXEyTFKzTryym68J3NMXeOH+UXavz5IpkdGUkBtCZBb6cYRF0jFMnJNp7QmSmrAj2IBrVLFPVImvDOPMV/HfHSCxIUC3xPDOKcUEu/bwuwFdoY/vgbvSUH5hs1MXePDVNQRskz8Da3MXuhErjWSnJuOVZBqCr7TLw0FF7r+h1e1cV7ndV7ndV7ndV5/WPoPq7SulF7/B2kRPan9QPwhjx3Oz/3/9Pv4n9CZuf990mVXflrP9JioOwRyFQJHy1R8JhxPHENXVSqvWIv1lyeZfs86LCmdpgcOofd3MfJGF6acwDOkUW6SCBwuYTg2hnA5WdregmfnFLrVzMy1Eap+ndjfHWxgCVxOSn1BpLpG/JUmur6fJ9vjwP3wIYTBgIi1EL/Oj1yFur1xZe6YadDUa87G/bYvHCT9hg349ywyfnOQ0IE65lSV+NUOVJOOUMGUFbgnVIphGe/pKqZUhZE3OzFlJTr+eYKfTn1JXHzt3+vFsIFsH1jnGr26/Cfr1O0SuZiMJdnozhx8bhHdYiR+TaMTc+S5IosDdpofTxB/TTOuuEauTUKXoeWpLAgBh09Tv3gd5aCRzAqJtk/sYfTvN+MeEvhOVVDNEnPbzHTcO8Hg+9vp+eujLPzRWspNgppHp/u7OaRSjUrURabXfLZvWvP3RihtascyVyK5wUU5IGh/JInIFRl+bxtyRWBJQuSBUwivm8k3NNP24ySVFhf5FiM1l+DY5+8QAFf3f0RnZp7Mdauo+CT8xyuYRxdY2hbFs3+OiTdGafvSYbLXryXTJxHaW8d+dIbpN8SwpHTyrY2vQ+zBBUhlGH9PH22f2Mnc+3bQ/LWDZG9YT65DIvqZXeRu2YrvmQmyF7STXiHT/HyFuS0WvEMqyTUygSMKdXuje7UpXUGXBDOXO4k8X6buMLCwyYglqeMZrVN3yKhGgWYA77ElRHyW+rpOxq83Y5+WMOZ1At87TvmiFVTdMqWgRCWo0/k3h5Ca/Pw0/kXR8cXP6S1Pa9ScEuasimW2hOIxAyDqGsZTcTAYyO/owHVoFr1QRO1sZvYiJy33nWbmrY3Kqtj3Zhn+kzDtj1dZ6jYT2LdE3WtFscnYTy2wcFkzgecWmLo+RMvXjiEsFoTdyvRNLYT2FElcbMdQAve4Qtkvk+uEtp+VEIpGod2GJaUw+SoT9mlBaG8R+egI0+9ZR9sPpkleFMX/k5PU1ncxu92Ca1IjuU7Q+9UZ9HyB5Kv7KEQFbT/LMvoGF84JOHzXnf/uGnY+pHVe53Vev9eSKyr5TvAOK9gWNPItZpLrZNKvW4e2aSVlnwHJ6yH6TI7MShj+u/UIVaf7Iwcw5qAQlRCqzuIGG6N/2U/mwlY8u6bRq1WG3hXCtqAReyRH7ZI16OUKC5c2E79KxjKeouOHJSavcVEKS8z82QDDn1iDSC1hziyHcIZUWv9hL74HjyCUxoYfu28MVnTif7zRPLDlmTKFsAE5mcdQgq4HMkiKwFAB18kMdQfkW01MvtpN76eHsSR1cltaAbCNpJAU6Plagshd+wntLWEdS+PeM03LT5MU2gS2lMr0dUHEzALtjyRp+26cue12wr9OM35LM82f24VqAttCw9BKrneRWeVk5DObKLSYcH5/H84Jnfnbt2JOSYR+uUD8qgZ4s/m5ClrAQ9MRnZH/uxZdanSBty4IkCR0o0ziIjNC1zHldGouKG1qJ3GhAXkugymvY8oC80lQVSxJQdvHd+JIqAx9tI/B94RpOlZn7I1+rCdnyccg+vj82bnXxuJM/Nlqyk0S4X8+TKrfwthtbQgN5q9oJvbdGWbevR7PwUViP8qgy4LxW2Oggedbu1CcOuYMTL06SO7SbnynNQwd7UTvPU7mtevJt0sYcyB3xdAMgrnrO3A9M4w5DXJZwbykY8wr1Dwajl8NsrAZZi4xojhMSFUFz7DKxHUWzE8cJHb3MOWAwDKdw1DSWOqV8Dx4qFH5t7WH2e1WIs/rRB+dAwGiJYxtJE1ynaD5mTS+4zrCagW5sa33fuwES10G3A8exJookl3hRLHIGJaqGE9PMff6PnIXdmCfKjL2thao1ZFKdUw5ncXr+4h+8zgd900gqnXMKcFSl5nQk9MwPEnNY2B+ixGEIL1aZ+qGEJ4xlaXr+tErFYr9IcpBHeNMGrkK5ZCOdbaEbV6h/dECxagFw2IO12PHyMVMdD1UJHrvcRKX2Bn+xBrQodwdoBQSzN+8CtOxCdr+8VhjXF9rGGcLN/UReGYauQrZPiemJYF56aWvU18+PPS8zuu8zut/gQzzWYx5G/kWA75TVUzpMv5fNbwUpVVhNANo2RzxW9txjel4huuUo3aMzkb5rmdMoRiWKfsg9le7qV69iaE/baPro/vo+dYS8et8WFNWhKIz+lfraH+sTGB3kdy6EMa8QmRnFUNJQew8Qu6WbaiRJuoOgX1WY267oBTcQuSXKSLfOU7yNf3M3thB+Kl5xm/vo+moiiVVo9AmyL09TPdnTyNMJmI/EugGCVSNll/kkTIFgtU68zf24j9ZoeYyAjD5ujDOKY3B9zRjSUWXm5/aaP3mKYSq4hnyYX1kH5k/3w5+L8Nv8yM0P75jGkLRUOw6ck8n9kQdxS4j1SXsszXKASPdHzqE1N2Otm4FxpKOKa+xuF5i/JYQkV11DCWVpS4z2R4zLc/UiT2qUvUbaTpaI73CSnKtg9DPJmn/2GnkVb2QWsK5soX4K810//1p1EIReyKEKWcge0UvrpNLRD63k8wfb8c9VsFzykLVJ5jbIhH9VZXyqgixT+xDN7ywrS3cthHdANEfTzN+53piXz7O9DtWk14loxl15Aubab1/lKk3dyG0hhfCf0LFtX+G6qUb6blnFm0xRfqm1bh+Ncbo+7oxlEMINUiuQyK0v45QNES5inu0TLHZjF6uEPnFAiNvC9Dx0b2waRWR5w0k3tLPii/PoKcyIAnUXAHRuYnuvz3O0s2bKbRIIMHMVU0Y8zrOSZ3qpWtACPKtBgKHamgmCZbyBL+XRO9sYfSNbtyjoLgs+PbMMfjRPpxjy1DrWo3mX6QZ/tRGYo/VcD98iPQbNzK33YXvhJPwr1Mobivz21x0/CDFzG2rCR4oE9yZZuTNPnyrYtRdJnvtHtUAACAASURBVMzzRYIHqpifO0HqdetxjflQzBLtj+agVCa4HxzxEomLbJiXdMb/YjVd35yme0+JytoY4S/tQXY5qK3vIhczkL3SjntYULo2inssiP9ontHXO+k6UME63zCG/d/eT+LPNmGf1fDtT1Le3IVcUUmtFqRWR+j8WAJLRqMe9dF0vE5ytZG2Lx9h5GNrX3ItOO/hOa/zOq/faw3/nzDtXzxG5KkFJq4zgqZRWB9l8P0t6LLAO1RGsttoebpE5GcJihETUl1ndocV73Cdqlsi+PAgpiwYWqJYp/L0/uMU+qZViEodxa5jfPIAukEgVwTZLiuVVjfJtTKT1xiZvNaI2HWU3Ju2kYtJSKUqAJqx8XxrSkNxWUi+ph9TXkOooDQ5iT2YZn6ThGH/EJpZp/u+RfRokOk3dpJZ46bY7mDi9UEWNzjQLWbG/7gNY1HHFE+T6W1s+qpVx7d7HmNeYF3QMS/pGCow/4YVaLk8np8Pol6ygdZvnEAdGqXrrw5izApqLoFmNeKcAHVkgrpTRjULfLtnqXqNpFfKaJtWMvQOPyNvcpFrlzAWNayLgsiuGtmYkYlrzagWQeCQjunnB4hfZSHbYaDmNhK4/xD+f95N5sI2Jv52O3W/ncK2GAsDFjofLqAViuReu5Hpy61kO4x4no+jOs3EP7aDYrNA3nWMYoug9b5hVKuO4ZnDpFaaEP09SH7f2bn3H6/Qcdcws1dHMWWhcPkKTDkd54RO1z1xai5BvTNMaG+ZclDH/uQJFItg7LY24lebSW0PM/Hna/DvXkAvlej+6iQLGw3YTy/imNJRrBLlgJHJt8Soek24Dy+i1xUSVwVpfbLG1Ie3wv6TzG0X2BY14q+LMv2O1Uy8t5/y9QPYHz/M/JtXY0krtD2UwD2sEb3vBMFdKYoRwcJGE1JdoxQWmLI1Kh6Z2Zt7KO/oI7vCRfujZTzDVeJXW5m4uZmmQ9D8yAQAidsHWFrjwZiXMO4fpn7BaoQGHd/PML8VCj0eSs0WQnfvJbPWi3ewTvwqC5PX+wnt05BPTmDKVElt8KBaZEY+saEBlt15BM+BefIddnRFIb1KYMhXaX0qT/jJOTq/Pc/Em1pJvaq3kYx851Zm3taPaTqDbUEjcAACh4qEns+SazfAsWG6//Y4pWvX40jUKbQI5GiYwKEqqTUNjtL8ZiPzmyzEflKi+18WYX0fmV6Z8RtsGLM16k5IvX4tPZ8ZfMm14LzBc17ndV6/1+r6bg7R1kw94CCyUye70sPCgIGOH1awjS8Rf6UVXVHI9FnRFpKk+2HyagNt3xxkqdOI57v7SV/dS/PDYyjTM0ilCuNva6PqMyNqdboeSGPoaGd+wISxAL7jORSrROwzB3GNSnTfuQfZ7cL7xBCOGZ3CSh+2BY2lPojsVDFlVWpeE00/Oon9h/vJx6DqN4Ms6Hw4T/x96+j+9ElEscz4a32oJrDPNqpR2r9whKav76bQ414ms5eZuS5Ky4/nAAjvViBfxFBpVICFnk1Rczb6+UheD7V1HZgSWWbe1o+8oht180o0I5TCgrkdbvKdkLp1C5ZkDfeBOQqrQzhPJGl9sohhbBahCJqfU2l9LEniAgPhZ7PMD5iou6D3nnnC3zyI58A8o5/dSssva0R/nmLmEgNz79iIeskGbPM1mo5olIMmEhdJtN4/SilqJf6hTeRiErY5naoXqr1hFLsB1azT/GwJfdMqYg+lGfxwF4EDOrmbN9N0vMrsxV4G399+du7HbzCTvbQTY7HB2CtEZJqOFKh6BKfvbKX5x3GMiQx1lwFjTiA1+VjcBP7jKtZZge9nQ+gCBt8dYPa2dYy9I0bskSW0+UWafngCxSpY6pFo+6fjTF8hgclI5pYBwrtymGeyBI4qLLx7K50/rOD95Ti2OZ3Q3hKxhxcpe2VGPrmB8EMjSIpOfm0QxSYob+0ht8qLYtdxTWokLjRjKIFUrpPph+Bdu7COJPHuTpCPWdAlgWsULCkd11iZwTvaACgHdbz75jGnQYQDmKeXkBSdsTd6aXtCYX5Tw4gt3DiApOjMXGKg6ahGJaDh2j2JrqrMXOYk8FSc5FoDjklB9Kk00vpVqE1OSiGZhRt6aXuywsRNXlA0Jm6JMHdFCEkB/+55Uq/qpfWe46hmGH5HGNfpJXyPDzaYgYB3sMbkhweY++M1ZHoNaCaJ8N468de3kFxnpuczp5m6MYRia2B3KqHGd04amSayq0LvF8fRTRKaWacQFeB96U7LLyukNfyVrcAL/ChRfwHy6AgXWBOcpcexwIBtnIssSRySGaP4DyAXv6GMWuJk3cIPMlvYOdfB4pwbqlIDLmrSwKgjmVR0VaDXZERVQtQEugy6XXmBlXWGNK40KOKaVQVTA3bZ89aDv/PYH505gIZGRVcoaSoJ1cTpWoSjpVbe4NnLWpP8O4/13xr7sGLkO6kd7JrrILngAkW8mBwODS6S4RzAKDT4XQYNrWJYJpDrUP9tu7b3XXtf1nt7InH43zyu6hoKKmZh/J1eT9U1NHSqep28pjBYd7Gz2MNzqS7Gk34qeXNj7MtgWeDFfDFd/BYeSjfoZyGrZx88cwrUBlG+509/d0TGvzf2uq7yfMXInlIXR3It9DnmCRmzWKQ6HrnRAC6nWjhYjDGUCzJfcJAvWAl683gsZRzGKla5Tl2TqagGSoqJiZSPct7cgM0atBfe/5measvMOrE8Rr0uNT7zv8FdE3WBVBfLjDXQjRq973l5c/+/VVKlRi3sZOZiC01HVXLdEh13j5C5vJPkq634j+loHc14hsrUt/QR3qPhOpggeU0vvsEq4x/bTNcDSZKv6KAU7qTt+1O4Rxvt7hMXRbEsCkL7ypgzOsH9eYSqI9V0KpeuIfjVPRg62tElQX5tEM+3dpF98zbsiTo1hwlTvo5QdAxLZTCbmfnLfnrumWbw9mbQPRjKUHdqEA1DoUTbE0VqbhPFsBHfz0dZvHkttkWVqkvCNamR7bZRaNOJv6bBk5q52EBnMkT083uRumKM3BogvFvBPpJDjfiYeoWZ8B4/pYgOQpC42EbH9xbQJqaYvmMA/xGdXExiotuKOWUjtL+CPruAsVSh3t2MJSWwT+SZuKkJ17jO4hYXlYBG70cOs3TDevI3hbEu6LQ+qVDxG5nd7sdQhMh3B1G7o5RDFvKtMtG7D5Ncu56RP+1EM4D/qIYzXmV+ixXHjM78gIXWx5MI3c/cdhtSDVoemabvGxq1kIP5zRbSq03okk7nwyX488bc+44JPHtn0IslRu7spf3xMqWoFaGBOS2huR1M3uBDN4JrTEcvlggcANcvh6nc1AdBP+0f34Ps97FwYzfBJ0tI82lyV60muU6m7tSQqjr5V6yk7+OnSF+7ksxKcEybkc0Gao5GorfhxDjlLT1U/AJHQiY94CewJ4Ur7mT0/d10/iCLMS2oW53M7jDR8amDOB+XWLxlHeY0eIdqFLpc9Hx1Gt3tIr01RGqtoPNDu9EuXk+uE7o+fxoCPvq+sAh3Qvf9GZYGQjQ/nWL0rSG67xqj6gki1QXJtSa6vptiYZsP365Z6mEPPcdLaHYzrsfHGf3gWrq+Oo7/RJ3Z69po//owpS0xpEyBUn+ExIUG0HU8QzC32UrgsMLEjW6si6BaBa3fGkEYjQhdR1ndgTOuEdlZZfYyP82PVVjY5KTmBv8pBcekTuChE4y/fzXmZJVSs4WmY3Vsgwss3LgCQwnkskC1NEC5I29vRqpHafvELgY/u5XeT4/SubuRQzf6x+GXWAleLi3drCHqUoNSvgxx1KWG8VMpm4jnvWgIvIYim80L2NB4Adf8n5dFKMhnVnj1BfjlGfq2RoOqLUwqmFS0kuEsFZwz8Mhl+jom/QVoY036bYDjf1IFrUpF11jSJBY1B1N1P0dLrexNtrPSmsAjjeGWBE7J9Dtv/mckCYEJDatcxyCrjYPnQlXPSBegnnPs3I1fNJ4sZB292oB+6mIZVCr99xYg1XWVkl4jqarEDDKy+M87DmUhga5hFDI2Sccnl2gxpYhYA8wY3VSECRRpGRYrzoJEzxo0LNPh6y/QxHXDGfo4/4ahsEyP/28ce1arEK+HGCkFGc813OkFqxmbXMMtl1ERJOtOpkseVE0i5CgQsBfZ6p/ALZdxyBXsUpW6LpNXrWRVK02WAhM5P/NLTuoVA7p6zjk9S04XjSk/l6Ru0F9k8OjLjN0zH3ih/N4VYf2HUk8NYxgzY+3bSLZDxj2qgqpiymu4h2T8T40z9s4ufCdVVLMguU6wuKGFzu8sIMpVuqYtTL42SPv3Z1EuD1NaGSa9SuA/rlEKSkS/P4oW9BL+dZFipwf7YBK5asV8cITkW7fgO5IDCepWwfSHd+CY0cl2mCiHBbmiBcdMjcxWH8aSF+ekxsQtLbQ+VceYr1MKm3EdT5Fd14Rq9OJ7agyD28n8lhB1Rzfu0RrloBFzXiO1SsZ3SqX3viWSmxufQ9ucoNpkYeFDW2h7Ik/3vyQZerufznkz0sHTdFY70M1Guh9QmLyhidj9U8xf2YK1349mBNt8neQ6E7ZZQfPXDyNsVkoXr8B+coHkWivmjE56nQdjEbynSixusNN0CBbeugHHrErrN4fQW0KIRBIGYjjjAs9QkdSrevEdymCRBC6jQK83OlbHHq1jGZqjFgtgyFVofrqGNL3A+Lt7mLqmieZf15i51Ihq1ql2NDF9qYXw7jr2GQ3NIGFJ6UxfYT879027FymtCGGZLdD5gxyqy8TiegOaUaf7q3G0ZApn3Ivn27tI/OUOfIUi7sE8Qx/ppe+z44y/oxP7TBP++w9izurIBwepXNCP62CC9MpWuj+4H4C5d28h9d5+QvtruMaMmGdzqKeG8Z724TOZwOGg7DdQjOqYl0z4/vUgdLYxfbmJ7q+Mkd/azsKAjFQT+E9oFK9ei22mjO9kiZnL7NiGk2gOC4N/GsV7sgX7nELgkEzl2s3Yx5aI/d/D6A4HxZV+HL9qhHUSV/iIfus0Sl8rHQ/nGt3AA4LYZ48we9s6RLlKrhvqjihSHezzFqouCb/opOMfjjP99jUoNmh5Kk/ilh5ccYXE9W1Evn0cc/9qShGNbI+g655Jkpe1oTg0wg9nUe0mRu7oQpdAroD/2TS+8Tozr+/EPaYw9M5mer8yQfyWGHNbZbo/O8jMrauxpMFwOo6jHkWeSaJ7nBTaBapFxz0IzT+dI7c+SNffn6B4yQqyb9qKVBfU+ltJrzQTuvcQzrYNL7kWvLyQ1m+smbq0vJHKOkpVZjHrYCrvYaLSxKJmoKIrv/O/kIRARkcSOrreMFzO0LbFmVVcFejLV/2SYZlWLtHwBmjLG6R65gXPbILLx1/mwj+nwrDi4Fgtwv5SJ/sKHZzKhUkW7OzKdfHLUjcHqx4mlRpZrfyy/oeMwCg0bFINs6w2NvllGnqDjn4OgVtdHsuZn3UJTZGWjULQlynlZynkGr/tKfovqKrXyWoVEorOgWqUGbVERi1R1evUdfU/fgEaRo8BGYsw4BQKLrmC3VA9a+yJ5Q1dLHt0XqRlY/sMaVw/49U5lzy+/Fk5Yyhj/K8ZPKquNYw8rca8WmakbmGoEmGi4COVtTOe83EqF+ZELsLBXBtHcq2MFppIlh3UNBmPqUy/e5aLHafZYRtmm3WMzZY4Gy1xNlvH2GQb50LPCOv90wTcBSSj1hjDmfGf+aktfy8U8SIS/YsM4DPfzTPE+j9Ag0d2uZj84ACBu3fR/OW9OCdKEPBhfeIwhXbIXhBDseksDEjkYhLRX6l0fnu+0dxtbgF1aBRzWkcUSpSDgkLEQOCQhvfZOKWwztLFHaA1DCtTts7CpSGMzx8nfe1K3OMVRt/oIrnehW/fIlW/hvdEDmtaI/ZgmppLMLvDTL5d4IiXcY0WUa062ZgBqaowt10w9H+aSPVLuEdLLFzXRXJ7kMARhdD3TlJsNuH5yQmWOmXaPr0X1SRQT43gHq8AoBnB8oujjavrC5yIUgVjQULaf4r0GzeiG2VmL3CiOM1EdleYeFMrilVQDEq0PF0itdpMzz8vEDhSYemGtWitYcyP70c3GdFlQeincXIxQSmiM3mtDe9IjaanxnFP1EmtMpC+updqyM7C9d2YUxVKIYFmkPCezCGVKsxtt2OfLlO6dj2eQYHl1Ay620Gp2UK+x40YmqCwo4P2T+2nHNGw7hmm554ETYcEiQssxH6UpeqVMWc1Kk0aikUQ3ls7O/ejbwlg3TPMyB95UV0mpi+z0vJUw+ta6Qsz9Mn1+H9yktHPbqPm0onfsZFCh4PQHki8phNTFpoOZkncPsD8loYhN7vdTLE/jGdEI/+aTcQ/vAVJ0XGPayxsNBF88DSVVjfKFQMIm416LMTYbe2oZkHHjyvkYwI50ITIl+j+pwaoNtVvoPNbc9TcOp59s9imiqTWOEhcbEczgjqVYOI1PuSqwDNawTaaQa7p2PeMM3VtE6m3byP+p2uwPXYQlpO2Kz6d0Tv6MAxOMXGTi5lLDbT+osT0u9cRfSwBdYXuz5ykEtQJ7c1RDMvkumg0Frx0ZaMx5CmVapMFxQr28TyR+09QurAPc0an9x/GCB5QWbiqjXQ/GIqC1HoPxtklNINO918foeu+WZT4NGN/0knk3mMUIzLRXysU10VRzdBzTwItFsFY0AnetQvhcVHzWUDXyfX70GSdrgcyVL0CdSwOOij9HcxvlvEez+I7riP/8iDusTqJd22k0vTS69vLq9Javpo+49VpeF/0hjehJlHLmkkJnWm7hym3B5+UxCG03+nK/1yp2nI4Qwchljf+M2GNuoSuCFST1riv0QhhAS+KdZy5Cl6WeJmb/qTi5WQlylg5QLzkZbFkp1Axoygy++dbmSp66XUtsN4eZ715in6T+juHuCQkLKKGU65gMdQRkt4wWHSBMGnoNQnU39i8RMOjpQvQtWWPjqSDkF7k6RCqQJT/eza9uq6S12okVJnhWpBfZ1dgEiqdxiQBvYpNkrFhQlregV9q/mUhoek6RgESGpouNQzd5bG9yJhZHt+5jyGxfI7OOSY4a+xIVQkEaCaN34qB/Q46E7oraXWWNI0xxc2RcjtHs1ESSy7qBROLmsRSwYYsN9xKkqRhNqjUFBmHpYpBUum0LtJnzGIRAouQkTBS1RUqUpmAXsYnN9rDL1SdLGYdqGcM+HON3X9vGpfHLFSBfq5xp4NU/8MzePS2ZoQGuVu24TmZhZNjxG9fhyXd1CCLh2Q0o0b3nbuZ+qsd6DIsXhhCrun47FZG/3wAxzTMv7oTzQje0yVmL7Qzt70N65wg2yFwnQZDOMTolRbaHy2QfuNGDBWd6UustP28ytwWM5mBAC2/UFEdJjK9MrrsRq7ptD+aRbMYSK61E3pklNjfDVG6eh3pfidNh3XyrRJVvwa7jxJMd5Hvb8L+8+MUL19N09NxiheuwJzRkUNBFjcKfM9FKNoaS3vrfcNM3jmAoQLRbx5n/g39dPzrArqxgTSQF7JoBjeGQ8MgScRO24m/pZPwzhyJS9xEdhaYeVXjXAS/vg8p1srCbdvwHysQunsvi2/eTMcXjyPcLlIXt1B3yBhbA5iePkzrLiuSx41uNmI5kKW0rYvWHy9Q6vJiWKpw+vYwfV+dY+GSEAjIx6Dytk4iuypUPAJbspFnNL9Zxu0doPeTgyy8fhWOaQX/3kVUc4CRN7n4f8l7zzDJrurq/3duqJyrQ3XO3RM0eTQaCQklBAgwyCSRwSDAfzBgsgGDscHGYBsbvxgkEwQITBDGZIQBZY2kyXmmp3s651RdXfHWDef9cKu6ewQW0kjvh7/Z88zTz/R01z3nprPOWmvv3XvbDM74FL3jncjT51l87a7Va19/0EY2N7j+nPuP0tlfh0xEkYqfxc1eVENSuLyXvn8eY+T17bR9qR+kJP2cXhq+P4jweJh4SSuRERv/vIJwJPU/WCTfGWNpk4KWg8YHSpSjGoGxPLHjtmvk3eBBy0vmdrbScns/8sZeyhFBvtFL55dGmHt2G9FhA8/0CoOvCBEeBmFaNN1nk91Wj3+qiBETNH16H8Wb9rDwhl20fnwfc2+/Ai1dxEoECfcvY3ekaLo7w8BrwsTOuEyTZ8V95ju/m2Z+bxxStWh5tw/a5DMD1B41Se9JMXuZC1L8M4LpqyLUHinhaD4GP7oVb1pQrHdovDuHMjVP2wkPK7ubmH1FjNAY5FrAuamL1M/G0DakqPvNHHPXNZNvFCy+s4Gm+xyWXrqNwKxJ/qoG6vebpF+0mfrfTHPuLQ303D5P+/40aBrjz2kiccZGDYeR6WWKNQ14WuoI/eQohdqdOD4dBBg37iTTpeLJaNg+mLghTvK0CXu2ML/DQ+t/zjD5gv8HkhYKF75wq7tre41atyyVxVKQASNFi7ZMQrEICM8TPoQhHVakn2UzgGmrSEWughRZkSuq3iEcASXV9fYo7viqPy/KYp3Mwao0JC9S1hkp13D3Qh+TGdccVSh5sC0V6YBlqpTKOkvFAGOhOEuJEI3aCaJPUt5ycLARmFLFdFRXzqgANlnx8ggp3HlWJAxRVtauiQKyiu4qUiCaA5aCFBLpfeoMR04azNoOp8v1HCu0cmKlkdFMgqFckt7IHK3eJWq0FTZ7p2hUy0QVDzq/399UkIJlO0De9mA7yhobJyrgej17UQW9VfajEsJUkLZcBTxV749UpAsEyxcHvAGKssy8bTFlBxgxazlVaOJwuoWJ5RjFrA9hqNgCHFOpsHISVXcQAQNVcdAVFwTpwsZTATvVc+JFQxE2ODYlYZFUc6R8K0RDRRZKGuT0VQl5lcmR60ivKhjyOOAIpKGsnh9hC4TD/wyS/jeHphAdclAsV36x9sYwwxK1LOi+bQwnGiJ1P0y/4wpqj1gEH+wnfctmWr87zszNm6g/ZLO4USM87qCWBMM3BQjMQMuvbQJHh0HTGHpjG8HJOM33GAzfFEItu5JX5zenGHpNI74FmN8paP+Zjad/ipblBFPXxmm+c4TpP3I9PsFZm9kXdVFKClL7DfIpleQ3T8BNW2j++0dZ+pPLqX1ojtAvjmFcuZnAyAqyWGTmco26wzYjr2+n6T6L87e00nK3yy6LgI/Wz59g8COXMPp2N0tHlE1mXreN+m+dpP/jm/HNw/g7ttH4QIGyT8U/KxGnztOcaWDhGSlqThrM7fIiLYu5q1PUPTBHoSvBzMcupeaYw8g7LqHp/iK+JRvffJHBV4bolhuxAhozl/lpvWOIzDU9hEbzDL+yjo7PnWHupRvo/foyw69KYfskXZ88Tp2u4fS0MnxTiIaHLPS8RW5HE53fS7OwO47T0UjtgQzK/DLW9CyxxgjlqA/p8yJ39LHSHsCb2srSJWsvg/CBCfDoGAmHyQ9cTmjSIfnAJLVHJFrBxr+gUI6olK9qpfnv9kEsiohFyTUp+Ha0sbRRp+mXC6S3J1jug67bZ7FqIwQfHSYe6iI4UWLiugBmxEExI3R+/DCzb96F5YdSUtDxn0tQm6Dj746Qfsl2hCMZv7md5GmTmb0+Wr+fRssrNNxxkqnXXAJA6qE0+fYwhSaHiQ9dQfvt58m+pIvMa/ay0uVQe9SH7VUxI2GEBN+hISKDUULTFsvdGtl29yEff0GC4KTEDnpo/eoAQlXof38H89vdVinRfknq7jkWL6vDk3dY3OSj8Z4ljFQItWiTbfMiHAenpY6RP4rQ+a9nCT+oMnpLD8FJqP3KfizLwpsIU+ypIzRtkWvVUUxB+NExyte1Ezg9g76SZPhFARQL0n0NxM8Cs/Oc++hG+v5hmJbP7Gf8/XtY2nCJW1hwqyC9IUSH0UHNsQJW2EPNMYNCSqf1u+Ocf2MLLf9tUKzTsfwKSsxLw0NFBt9UT/ftc/BPj/MquKgXiFpZTquSili3uAI4AsdUWCl5XVnLF6RRXcErtSfE8rgGVsmMFSVd9mNZ6ipYkRUPh7AFilHxEEn337ZeGZsuV/0tiimwtQsXeFGVBS4iCo6XqZUIy0tB1xxclY9sgaOAVdIo5rzkSl58qsVlgUE6tQI1qvKkmB5TKmQsPwVTX5PoJEhLWSdvVCdUsbY47l9HCNenUpXCViWQyuL/FHPzDGkxZUkOG63cn+nlTDrFTDqMZWgsLQeZzYWoCaSIeotkE352+Ubo1ksEAAXxO+8B17zssOx4WLJDLBpByqZWMSuDVEVFn1v7neq9AFwg60gkAuH6fKqxyhLJtfv0SYYtHQrSZtwO8Wihi7O5Bs6v1DCzHKZc8CBLqsu6VVhHHAGqxBZgWiqKLl3QIxyCioGOQFn9I1AqDJUuHHzCJqwUqdOzRH0llvQgjsPavNQ1wMN65dAWa2Co8pwgK89J5ez8oYUoGBhRl/GyvYJcq8STETR+8TD5a7ew0q6hWFB3ME+23Y+2q5uWH7rFzYq1grpHsgQHJWgKsX6Vv/jOt37vMf/mrX+C78gwg+/uo+leA9/BQRr9fuzGJDIcZObKOIFZB2ybukdXGLo5ghlRCU5Kmu4vsLTRjxEXzL9qK2ZAkIjFqH1wFhn0sfzi7cSPLmEmAhjd3Vh+CPz0MPrKNqau8tL+kxXkoVMAzD67mbrv5wjMCJq/c57cpW3IbI76rx1h+MM78M8IWr/nLiK5Zh/RM8vY3R6m3rqTmhMGZkiwtMFLcMph9p1XkGtzMBL1WAG49dW3wqsrE34jfPJNb0BdWKHvHxcobWrCe3wM65oexl/ViZ6VzF4aJnFaUt7WQSkhcLwa7Z8+jL2jD6dQQO3tYujFIeKnIdeg4V9SmNmr0LHkw/IJxm+IIFVo+dszDH9qL8IGLQcz1yTItUp6PzvE+Ku72PAPQ/Dn7rCM3hSLG31409DyhROMvHsLuaYWjKQkMOX24oredRqaU5hX78AIagSPjBOYkSx36dQcN5h6Vg3xcyaKoTPw5hQ9n+ln7M0b3I2G9NF8T5GRFW/JjQAAIABJREFU5/vo/vRprF0bKCWh844prLoIdtiHPrnEzBt2YPsFdQeLzO7xYSQ06g9akMkRGZIsP28TpVooRx082RjpzdDz9TQjNyWYfUEndYdy5FoDbPjMME4qibJ/kIXX7SJ5Ko+5qQ21JAkdnmB+ezv1+90Mvqa7s7D/BGpvFzMv6cb2Crre9zDlZ+/CDKlIVSD9HuLfPkD+hbvIdjqkvj7OzIu2ER6VZFsFUomx3AvCkVgbWinVejCSDu13jFPeewmzewLUHygy8SwP/hlB523nOffnnYy9thO1BAvXtJD8eT89f28z8abNNP9klnNvriPbupn4SYndVAOLafQcNP5yFmd0gkzHLmpOWkw8J0HtERfYzO+EugNQ6q7DCjlkWzyEpkz8jw5Q3t6FduAMPRP19L+t8XGfy4sDPJrjpnxYFbOoItZ8PFSklbJK0fAwVYwyE4rRrmUIKzbIx5c2AAqOybztZ7RcQ9oIYFuKC2TWr1+WW8PC9lQMrNXjaxJFdw3MwlLcRmawtjBWfT0X6VoOKAaWo4Ch4pTUVRZBKSkVkAE4KnlHMOxP8Gi0G1/wLGHFfMKAx0ZSkiqzRoSVgs9dxCogR5hi1bArTHEB41HdxSuGwApKpNcB3YGyCqZAKSuIJ2ar+Z/HJh1y0mTArOXX6U0cnG4htxBEyaugSaQtWCpqLPuDqJqNR7EJJgxq1SF01cb7OLecKW2W7TDT5RiLxQBGQUcYCoolcCpUxmrvNykQAqTmuIu/o4JVwXhVeUtI996sGp2fBrN2SUpGyjU8vNRJ/3wdxazPzZCqemlsKkb5ynOguiCmXNZWJa6gZuATJvY68FE1b4Pr4VKQBBWDhJbDq1ooirNmvRISUQHx0hFrhuzqBsSl+FYZTqlJUMERci3T7Q8o8n1JQtM2mXaN+v15oiNeQgfHGPirHdheiZ4D34Jg9AUBOj5+iLEP7sbfncJRG/DPScZvjKMWIXnK4GO33f6Ejvmx227nQx99Cx0/yjH27DDtU/WYUT/a4BT5vR0kzhjYPoVz7+mk67sreBcEpTpJ23cmGX51M1oJWm8f5Pw7uuj8u6OU92xgcbOPYr105Y+iASJIYDxPcDKK0DT0h07S/oiK8PsY+uu9ANT/ZIiRP92IasD5t3WiGIL5bX1401BzzGZhq4rMF2i+t4TnyHnOv3cT3V8YBo/O8GtbiA06hEcKzG8P0vRfY1iT03xo4MjvnPNffuVrANzyg7eSOAmO3k7n1yeYu7aJmm8fQbx6B/5Fi1yzBz0LS5tDJJRe1CP92Fdswynb1O93KCYU6h6Yo9iZoOleh3yTj+CcjRVQqX+4hPHc3UTPQfIbBxj/wB4c1ZVm5p/bSdMvlxh+Y+fqmOZ2+DCSko7vr2Du7sGMOtQ+4OBogsh9Q8hSCRGNkO2Noa+465PZUY+jgxUA37lZ1K4WkJLWu7KM3xAmd1U3jgZaEWL3DjH8p91EhiTn/nIjvgUF3yKM39SIVpDUHC+A7RCcc5jboZBt89J8r+tp9Y9nmX1xN+WwID5gI1U3ozI6WCC9KcDYCxK0f+Ywk2/bSanWh7AleD0sb4wQNztQLCg0+lFMSey8wdn3ttL3qQGmXtkDQHpjCKVnL5HhIvX70px/RZzBf7oM37wr70eGHYZeFkPefCnNd5eRik7xmk10fHUEZ3GJ+MYulrZG8C26G6ZCg5f57Qq9n+qn/8O91D/ivoNGb/TRdI+Jd7GE1VpH7BxEh0royyXKCT/F3Z1ITWAFwD53nu7vBRi8OUjNkRWUxRXOfXIX7T8vMvqSemqPJWi6v4h2+Bzz27fhSZfwjS0T++E09LQhdZWeO4qIkUkABj60CdWA1nIfMzuDhMYf/7m8uL2+oa7tkitruHCqL/wKo2AKSjkvg0s1HM61MWAmKTimu3A9TtjSqWRBBZgxouTLHixTvYDlqNL4smLGrPZgcQciEVXaXzwG1wi5lql0kT6Os8UGDEN3wUXVV1Q9yDrGhbLC0kqQ+xd7OFRqZ9xynpCJN+eUGLUEh0rtjOQSlIqeNQ+OqIKaNelwvaTjaBKneh4qi7soqu410iSOx8HxSJynkKVkYTNlaZwstnBqMUUh73WP7XPcdHDdXX2lpWCVNaYLEc4VUwyYSWZthxWntGpotisLvClt0k6RUUsyVK5jvBBnOe93gYQA2+tmVkndXbhX080t4Up5ZeUCdlExFNSigiipa+er+v8VyfNiI+8oZOwgS6UghqFX/FTuvY8Ex+8ghVyVHFEk0hHYBQ2jpFOyNCypknc8rn+8glaq6fnAKhAqSZ2MHSBX9uJUZF335LpmfVlJ168a1oWpIEyBKCmurKdKl/Wz1hjNC1ivP5CYvFoh1J8mPG5j+zVCp+Y49+cdBMcFfZ/ox5MR1B3M0/6Rh1GTcaJDDo4qqD1WoP6+eTwZScNDK08Y7FTjU5/4d0afH6blV1n6b0mQa/WTvbITz4pJOaoxv02n+xMnUSbmSfRb1B6SZLelKMcdCinJwnO7aPtZAdnXQbFWJ9cq0bOC5B0HKPTWUqr1MHZjlNigxeIrdjD9p7uY+LPtLN/QS9eX3De/2ZEiMuKg5yRdX5kgOuyAgPhAmegj4zTfU2L0zX2MPN9D+saNBGYEA+/qILu9gciwQ2Qgi3L0HHWHcrz/3p//j2BnfXz5xbfxmY/dhu/+Uzjzi+RaBIMf30Hdf55GLTnE7jxCOQrlqGBudwjz8k1MPjOAUiiz0q4SP1eCpWUCZ2ZY2qQTuvNRFjepxAcsinUeJq5XiYyWkbs3YfklsSGLeL9DoV6gLKTX1gKg9qiB7ZUsbXX7dXV/M4uWs4k+OML0y3pYfsFmzJYazICC9/CgCzrKNt4Vh8iITW57I8E5u1JqwCYwJwlMFrH9kpbvjDD5ym7MkKT+R+dRyoK6gwaejKTpC4dp+OUUc7uC2PUxZvYotP8sT2DGJN2jU4qpLG2LoxXcMQaHV3A8biq5kBItJ0ietph5405avj1Epl1jcbPK0J+0EPnuAUZfmKRYL4gcnqYcUrC9Cm0/N3Ga62i84wwAyUNpfEs2c7uCMDxJeBRqD0HLXRn8s5L40UV88+570fEq+OYV/L85gQwFyD9nK45Pw9Gg6a55ao4ZBMcKdH95kqlXbaDt5yahOx/F0aHrb4+jZ00Qgslrw25eyFKBqWtiTFzrYXaPh8AD/Vh+yeItlzNxfZjaQyCmFyh31hIegakr/JRqHWYu09EO9aOEQ3R8a5p8Wwgn7GPgr7ehLGURJwdR0lmG37UZc1snwUmBVhBop0eoOVHEDP6OG3JdXNyrf10tELmOPr8wOwSE5hDwmPhVE1088UwtXQiXzvdkCXrKKJqzLlOnStXIdaBn/dgETjVDSZHuzX8B6HnMWJ9kDOVqsMrqhbLSYw2kApAC09CYykWYLMfJOF7XmyOd3/Wxq1FldzK2n5KlIS1lLaV8dYdf+Vr1L61DdUKCYrEGvqpf11+np7DgFxyTESvJ2Xw9i+mQWwrAES6TpDuufwTXayQthYVckHO5Oo4VWzlbrmXUUpm1DTJOiaIsr2V52Spny/WcLjQylo1TzHldz5EqkT7bBVOKXLv3lApmrfqZqlEFBU6FbXFwDd42F/7cRUROGoxbUUZKSdIFv+vTqQL9alq87rjHsXHByGpWoIJlqhQMDwtGkAUrQllKbCSumCcxpe0al6WkJBXyjpeM5d4HjiUuBLhVEFcBW0rZrUMlquDLwX1Gqte6+uz84RE8aAVBvitOeCCD5+EzOAEfXR87TKFJYm5uo+GzDzP23ABDn76c/vd2Ug4Jsh2SuZ0BRMkgMmLxF9/9j4s69hdfeyva+DydPzIIf+9RIgcnmdvpx/IJmu7N42zuoLyxmZUWjejPTzG7W6X7u3mk6jYTlZqCOr1A9J5BWn5j0nR3huWbd+OfyBJ+aJi2Hy+RbXEbMkZHLbcFQNri7HuaAZi8Jkj88ALBORu5kmOlTSH1sMFSnwdnOcPoc73UHyoTnFCY3wXFOuj++9MUEyq+tM3k9RWvYqP/Sc+9ePVm5MYOvGm30enIn21mfpuXhdfupP2bY9QdKeJfcPAcH8FIOpSawpSSkoUtfgqXdjLw1mbi5yzSr9tL/QGT6ctV/HNl+v5tmvHrPUxcG6L79mkyHRrRsyvYPkBVadhnrI7Be3CA4KSCXnDwLzqoM4vMb/dS2NaCkJLo2SxWUGNhu2Dy9ZvJNqsM3hzGP2MQOZMhX6cyt1NlfocXK+Sh7s7TjN4Y5rZX3Mb777+Lz73jVr784tv4wL5f07DPJtfsITBnkrlpO5QM6h/NooxM0/P3p9FG55jf4aXpWwNEhoskf3qWwLzFco8HFJd9X+mLkm/20/CwwUqrRjkKo6/rpP5Ajo7/mMbySYY+tYeaExYtP5zFWUyT2DeJb7YAisCo83P+fRsAEGNTaEWb5CmD+ZdfglKG+V0w9PIItY+mMRoiNH3zLJ0/yDJ1pUbbjxcpXruF0RfXsdKmoc9m0IuSc7ckKdTrmDEv9sQUWlEibEnhjy+j9YsnUeIxpq8MMnFdmNSjJZdgVlWafjZDeBT8s5L5l24meVJixAVt3x4n16Iw8epujJiOFIL2b47R+ICk/e8OoUTCzN3YycgrG4jsG6GUCtD71QUKmxuYf80OZChAx+dOMb/NjxmE5l9mEPEY+ZQX2//4G7qLW/pUeQFokKpEag7S46zVR/Ha1CayPK/xFDdGjrHTkyWi+H6vrKMKhbjiZ5Ne4sbwCbbHJ4iGC6tGZarGy3WLt1xvTjUVZEl1v6m6jepWd7VVj8d68PAkYyYXxjHUC1O7141HVlkkAAmWrWA6KmVUbPn7d9c6KmFhUq9l8Kj2hTVzKgCz+lc4lYXccRkuxRIoZde3VM3gkl5nLWvHrCzMT0HWWnYcThebGMrU4ORcyQnHBbeKx0bxubQwFW9TLudjKJ3kwHIb+/NdHDeaGDIjzNuCZce6IMvreLGFU8sNzC5FYEWvyKUg/HZFRq3IeI6ogFnXyyKrmVeCVQZL6i6TVwUAShWQwEXLOgu2zZFiO6cyDRQK3lWg6QINWC0d4IBSFqhF4WY0VgG4pVAoeZjMRRkzEpgSHCmxpQt2TGxK0qEgBVmpk3X85GwvZUt1pavqbVAtyyBd9qrqZ1vNwKqCWrXCjGnSvV8fH2v/r43ao467Q0/nGPzYNpRcAaW7nbqDDoVGHxN/cTmphy1afmPiWxB4shLvkiA8aSMDPj7++a88peO//8H/ZvIqP4Wb9oCU+OccirUK6Y0B1NMjFFIeUvuWsbZ10fXtRTLdQfSsQtMvZjEjGrlL2xh9Sx8Ll3jItYdIPjxDuS6Is5zBDvuIjFl0fnuB5U4N78lxJq7T0fLuvdB0Xx4ch0KtythbN7q7+4E5Ug+voNTX0nvrJN7ZPLVHS7T93KTr30cYfudmYoMl8vUaUsDYe3byN5/98pOe98c//xUcXcW/4OBfkAQnJc13LVD73ZNMvLiVsRtcmcZeXKL3tjn0Xx2i/aOP0PDNk/jvP03Xf6SZ3a2RPJQmeHIaT0bg7Z8ifVkDbb8s0XbrGexkGO+yZPqqGM13Fxl4Rxv+kxOrY5h9xWZKCcnSZpVCjYKdStJ07wozl3koRwRzeyOUkjpdHzlEvllSjgrCIwIj6UH6dfxpZ5UxsoIaHzj0AF98/a2/c75//bkv85mP3ka610Psl/3YzbVok4tQl+T8ezexeF07LT+eY+6F3ZhhncLebhxdUH/7EYRpU3vYQSqClTaVpQ1eGu5LE5qU+Ocl518aYPIFDWgFQe/nx5nbrTH+onrsrV2rVYt9EytMXqPT9c9u09n5l27G8qs4HoXIaBkzLEicEG7GWqGE78wkxrYO1MkFOj96AIwyC9t0Ev020SGLqRsbie+fpfdTAyxuE3jmi0y/Yw/FOsHkM30sd6lkn7WR5cubqTluEppwpUIjKrCDOlZNmHJUkPrJMN4VB1sXtN5xnvTeJmIDNrXHDLS8Tc2JIpk9TeTrFcbfswsZj1D74Cwtv8px7t2dBI9OMvi6GgInJinVCJa3xFl6/kaC0zbN9+Tg5ADW6ATpDYpbkflx4iIZnt+9o16tbSNA0RyCnjKNnjS1apGAoj/htHRVKAQUnZRq0+5bJOwtu4t1RUaqelfskOOmGWvrislVWY91mTviMf9e/bmLiFe0HaImteJWc37sdKrZMBXjqDdg0h5botc/Q5Oawyt+v2nbKzSSqqTXM0t9IIum265csbprZ3WRA1dCcfwVVkWVWAFJqcbBCdou41Jd/CoAcHUBvMgIK4J6PUPCXwDdWQUW0hE4loJTrviaKr4qTbcJeEzCukFYLRFUygQUA49w8AmBLhR8wiaoGMS1PLX+HKFgCRlwWR1hC2RBcwGU4o4fVa6eA2EJF3Thsn3u+Wd1cXdlNomzLj37YmWdR0ptPJpuZzITdVnEalkGAVKrzNkRlR0OF4LqSvkGq6ySLXnJmP5V/KGK3wZgjlQoOTqGo62l569n7eQaeJePZSzlup9ZBePyws/4A4piQqFQrzHwthaCU4Lp5zZRbA7jmzeI7Run5bOHKCVV/CcmaL3tFAs7BO1fG0JfsRh/fu3TMgbVgMCPDiJzOSJDRWqOl1ww8bZLsLwCM+5jaZOfoVckAdAKYNZHyKU0bI97T5shWO5WSe9J4ZnMYFy7FTVbolCjUU6Fabwnw8qVHXT+xSN0fvqk+zlzK1g1Yer2LWH5Yez5UcZe1sLcpWEwLZz5RUTBYPx6L6UanYmXujWJtANnqPm++xltnz950fPWzo6ReGCcujtPk2utbBCEoPkHYzga+BdMxv7qCgbeVI/a3YF5wy6Wn7cJa3cvQzfHafl1kYnnJrBTcVruyiDzBeZ3CuZ2+ll40QaU/lGW+6Dxe4PoZ8bo+vgR5p+75uEx4oKuby/S8qsC3hXJ8uYw2c4Qigm2F+oOZFncIhh/3263SN5pi+CMTXAky+KWEHM7FLq/NEmpVlJKPjHLqxmG6VduZOK6MLJsMnV9DR1/c8itkTQwjG/ZwfubowTGVgidmKFww1YWLk2QbVbxL5gYMUm+VTL+3DjBqTJShdCYgp6XNN9dQPq9dHx7jqZ/PYQ+NMPZdzcjRqcxGsL4ZwWy0b1nax9eIDCwgJ4pM3m1h3IEzJDAk4FCTw1OXRwhJZMv64QdG1nZVodvUTK7WyHdp9Hw6zmc0UmIR1EMyGwIEx2yiIw4dHyhn8RZC7XkNsCduE5jpV0h0+Wh5esDTF4bQJ/NYMQkTnqZ6CMTJI+kWb6qnehPjiNV1x81+jwd7cAZjKhCsV7Q+otlnKExhGkxtztE7WHJyOva0bMCWSi6GYQOxM5mWdiqsLQxyPj7djPxwcvQihA5//ib2aeWr1NNFa6GdL8nNQdVcwjqZVJahrCQaE+y0rKGSkjoJLQcPs284Biraca6U1lc5JrkUXnZX5CJ5bBWd6fKCl3kov+s0Gl64vN4IwbSa7tgq8o2VFPiVYnit0iG82yLTtLpmSOhKE8I8KlCISR06tUiTb5lfP6y60uqsgSVekPVmjurZmwJjgbSK5EBu1JtunKeKtdIquvGeZERVjx0eeZoDy7iCZVdCUtIF5BU/TTrJE9NswnqZRJ6nriWJ6bmCQuTgHDNuQA6kphSoFFPU+fNEvYZqL4Ku+Xgtg0xXcC3yiBWAU1VVq36stb5qKQqV/9vVdd/Cgt+ydEpOxq2va5G0GNjfesHsV6CxW37oUoCHpOoXiQgXICr4Gbw6aj4hEJASKKKQUpfJuVdcc9HteRC9Zqv94utsn7rvledazVb7LHj+QOK0KRFzb451JKg4ctHST2whPfu44zfEMBJRhj85E4SBxZYvL6d5edspH6/w/grO/E+fBat8PSMwQxLtPpa0jduRClbeObzhKYtHA0CC5YrLd15lta7CsR+eorWH84x/EIfdT86R/TgFKU6h86vj9Py+WN4sjbTz6rHv6+fiWcnSHznMAuX+OD0IJEzaYY+tZfCNRsBKHbXoBbKzO9JoBWh/bYBoiM2eg7Ov7kFaVmM35QiPAaxA9NoRUnPl2ewLtvI+Q9dQvPdWT5w5MGLnvcHDt6HDPrJPHsjnV8bZ3lrAqdQQJbL6FmB7VEwIw6RYTBa4njnCoRHCgy/0AsVo6xWglKNDyvmZfKNl9B6V9ltP3E0w+BfbKbjbw5T2tJC4dJOrN0bSN55fPX4pVqH4ZfWcP4lPqLnckTOF/Eumeh5sAKSla4QHT/MEh+w6fz74yxt1Ig+NML01XEK9QK1LLDjYXo+eYpPfeLfn9Cc/+1NtxKatmn9r1nsjhR1hwsovR3UHF5G2dRDplNl9k/3MP78JJTc8gOBeYvAvIMZVgmPQPft85hhyfQVXjLd4F2WmCGBWrLIbUxy7s01jL1vF6gqLb+yOffhDZQSGmYIhl4WB2D45loWL0+hHumn+9ZRPBlI9JfdCtrHxpGagv7wacLjNlPPDBM9NE0pIag94tD8pZOMv6gOe+9mpm9IEZyE0HiJdI9GsUZh/E/6mL5CJXhimtC4Qs+/z9B+5yyKCdQlVt+3DfssrMs2cvY9LSxtjxO9d4iJt28nOFEku6uRvtsWGPjb7cTPFkg9Usb268y/fieLVzaS+vJh4g+No+eg7YcLiGCAlU4In3dlQqVCfLR98RTxczaFlEP+8ZO0noqkJVdpc6qZMqp0+1R5HTxei4heIqYU8Iknttj/1mEqO19FyAv7I1WjArBQ5IVsRkVacjNVKgBpXWsBNAe8F8fvN6o2ncEF6qI59KCJ8NmrTMeqaddvE4kU6YvNcVnwPO1ajpDifVLzDiuCFt8SiUDRZToq7I4StCrm5cp0ymJNUqkCGlkBCdU6LNVrs2p6vaipA+AVOn36CrtDwzQnl9H9Lhh1QYnrI7kgq0yAXzNJeTM06Uuk1BwxxSGgqOhCwZAOuoBatUivPkdcL+DXTFTNdscsQTUqkk1JWau27VSKLHocRIUNWpNYca+Hvt73VL0fxEXPv8szR194lkSogKK6GWlVM7SwKubgdT4buR54OKB4bWKRAluS01waGqZG9RNQPC7YESpeoRFRfDSoATp1nW2eBZ4ZOktPdJ5wqAgVyfixfi4XyFYBHmvAxxHuuavsF56OLLX/P8bCVh3mFvCmIf/sSxAredSWRjruXKLQGqb3E6cYfEMtyX0z+OdNIvcNER+woKuFxl9MPi1jUMqC4pZmMp0Kk9dHEUUD/72n0IrgaILAlGDl+l5sv8boO7cgcgXaflFm7E19GB21tP+0jExnEIEA89t09Lxk+cZNaAWYecsumn48jujrILshTu8XJwjc6xpX9ayJ9GjUPjiLJyMxtrQyfYVgeQM0Pmji7N5IyzcGqbtvDicSwPILRl/WgPrIaYSEyWvCT3nuoy+pI3J2GaOzlsj3DzL35kuxZ+fwpsG7ZBA7I6j92mF8wwvk20PM7QwRHlLo/j9DRH5xCqlAKaEyebUP/7yDZ98pmu7OIEYm8awIMi/ZQb7RQ7ZVwzO1jFK/xsp1f+QIbZ86CAJm90aYuTyIVrQp1ks6P7yf2PFF5naHiRydY+xd27B87u/lmyXBaUnbPx1l8DVhctdteFJzDg1kmL2mDm1qCcWwkCMTIN3GnaEJBzMIjffnmL6pk5VOUIsOpZhC4BfHqHt4ETkxTdcd83R+ZYTGB21W2gV1BwrM7ongyVj0fX6K2KDD2KvayDVq9H1hitgDIzTsM9ArcqZ3ESLDRWbeuJOxV7XTcH+asRt0ig0SAn5KqQAjH9hJ6JcnCE45GB01NP9mhZU2leUbN9HwUAHP4DR1tz6K1ARarkzTv+yn0CjRsxL/rGDl0iaavnGWodc24IR9JI+tMHlDkvr9JgvPaCB4Ygr97CSJE4LE948hAm7V5uEXBQkOZwHo+chR5nYHmbheZ2lzACMh8OQct+u9R6fxjlOMvKSG/JZGum+fRlkpcv7dfbT/41FCkyb5q/pQy5K+Ly/93sKqF5WW7ouXsC0Fx1FwbFHZ7UqQgnC8QEM4yyWxKS4NDdOsFQk8icV+fZjSJu94caRwmQTDLfC3trCvozdgrX+SABBrWT3V71UBmlppungxcxcqe4LnceoE5wJ1LBRDZIo+8kW3qKLPZ1IfzrE55i5qPfoiCUV7UjV4FJRV9qPyDRzN/SoEOLpbiVhUTbGiknllCxSrUiJAViQXe90iLNc+76lEWNFo9yywOTaNYWnMEcbMelyfkBCgSYTXRvNahHwGAa2MikTHRhcOuhCoCGzkqq9JFxBQLEJqCb9m4vFY2H4Vu2pCx13IpVYBqpWihMIUSKmuMnpVYLhKgFTkTGGLNRbwIq99vZqj0z/PcCDp+owq95/jdS6obyRVCR6QjrwAZHh9Jg3hFbaGJujxzKA/phjlBZsCCUGhkFJzdAXmmQxHyRc9mLYXYSturaFq9pWoSJWV56DK4lzgVXJ+u8nqH0oUUw5jb91M6xdPIgJ+hv60i87bxzn/qjiejMA37xbsK7fEybZ6GL2xm/oDkjt//jUADhqBpzyG9lv7yT6zm9ZP70fp7cSOBpl4+Xa3C3ZZ0vyDMcZf1oonquBfkDi1MRa2eZEKeM/PIQsF8OjMv6AbMywJzFlMPdNt4Nj4kIWdiJDtCRM9Os/oK1to/lUEAO3EEMXLe1EiHpIningm0yhmI560wJM2SG8IUXNekO9J4B/N0vQfA5x/Zzfj79nFodd/9mmZf+pRA+nR8JyewBGudDH5wSvQiqAMThBOdlN61lYWN+s0/uOjhFubkNkcTtlk7B1bqD1q4r/vNMofbcGbtlBqa+h/VZiebzSSPGUR+NVxlv94O/UHl5i9roHlDWs3urNrA1r/OB0/LoOEckxD2A4dP8wx+Z7LaL7tBPFzEc69NUXvJ04y/bpLmP2jTsLDEJzd6aqSAAAgAElEQVSxmH39NmqOSBa2PLmlstgaJjJmMfucVrLtELhsG6nbj+KfTbC4DYQpkYrAvySxggq+kUXkJY3M3rILIwHCqqHh4RIQIXRqDv9MmIWtIcwwTFzro+n+WkLjRfSCW2JBxsKYzQmmrlxba2uPF0EVmBE3BV1MLZB6JEI+pTL+x40037WIszeBCPgJzpQZu8FLaNz9/ZV2hXxjgMZ8Aqe7gdigSbExiBbbSvcdS8w+I0HjV08w87otrLxmA13/PoIM+Ji/sh6lDOkeneYfTzL5x21Exi3KUcHYu7Zj+6D5nhLaw6cQrU2YqShKtIeG+9I4J86Re+ml1D28RKkhRHFjA9lWD4G5OsoRyfSVGlzZQGBK0PmpY0y9dTtKGWoP55m8JshSXw31B8zffUEqcVGApy25hGFr5Mse8iUPhqG7Bfgk9CbnuSw+zE7/CJ1ahoTiedJyFlDJWnEwHB0pBUKTSLPaHZoLs6OqX6vymsA15lZ32dX/X/UxiLVKxE8yvEJni2eOYMSg3bfAZDnOWDHBRD4GQK0vx7bIBJf4x+nRF2lQPXjFkz/NulAwpYphu6nVVNgjWWFsVhfvdaFWsnTc3T4XejsqMt9qfZqnEF6h06Tm2B0aRhc2pzwNTHhj5Jf9SAmq3yIYMKgJ5Un68tT5sngVE1U4LvARKnbl+tq4mNSUUJIqPmER0Mp4NAtD1bBV9UJmryJdSV0iLFbN2FRqzUiHNTYQl+kTF1Qr5KIBT0xxSGkZan05dI+FbSpIIdZq/VT9Y1RAT9XHUwHaQV+Z5sAyPd4ZUqoB/M/Vt1Wh4BUaUcX1wdX5s0z5Iph5z9o8KlKtVKombbnGblbOS5X9qZyMP0jQEzmvICzJ+Q9uRliCtr9+lOJ12+n8rxyT14YZflGQru9mKCf8xPoLJA8a3HnX157WMeSe0YVvzkDaNuX6ECMv8BAcg9RDGWb3RvHfs4CRbKHpN8uMvjBOoTmEsKDtq4MM39KNaoCek/gXHUBh+kqN7q/OMv6iFP7JvFub5fAC+b4kbV8fcn0ZgFMssXiJB8V0ZZHYQ8fwzzVRrJcI06aUEIy8sYvEGZuB18dpuj9CzQnJLz/7z0/b3D2LRWaujFET1NGPm3gXoeGBZYwaP9bGVryLJcTpIVpP17Dw6j148g6hoSzzu6K0/stR6Gxl8aVbKUcE4e8dwbh6G/5ZhZGb4nT8xwyj795J+3cmKTcnqP32cWq7W+E97rG1k8MYu3soRzX0vE34+Bz5DbUEHh7Ev3kDSiLG0kYvXe/fx9gHr8CISxTL3Tg5mk6+RdLz9TTJfQa84YnPOXBgBHthgcTerZSjQYQtGfvz7bR8Zj9icw+lhhDq0QGU1BaavngUp6eNYp2k6zOnsDe0IRzJ1NURmn86R//bU3T82KDuP08jYlFGb27Ge3KcyVd00/TzGbKXtaJnbYy4htTkaqq5fmyI/JV9tH3tPIN/1snilm7qDjmEJyzmd2hMXZ+k63P9TLze7Y3V/Q9nyV3dg2fZItvqxZe2sYMeMp0+gjMmgUNjnH9nF8kTHmLny9DZjBmG2KBNbmcz01eoeJcEZthlf6yRMVL7QohT51l4306Sp2wCP9yP1t4KNUmwHcae46PusIMU4E1uJ3J2GZHJsXJFgvqfDOEbCzH4hjo6f1BAPHoSdWM3YjnL4h9vwQyC8IEd0PCsQGTMckHR48RFAZ5n1gxScDzMGhHGcnHm80GKhgfHEVyb7Oe6QD8pFUKK/0n3kaqGg4OJpCQ1LKkgVAcp1iour0oT1Swt3Be+qL70pbJmrl7v8agWHrxIikcXKh16iEatxDbPALO2wkgwzrFAGw6CBn2ZK/xDlfn//qy03xVKpQJvzvaRNzwoBQU7YiG89hrQUyXCVzEr26LinXELD0pRYTO0itQncVO8WQN8TyV0oVKvalzlH6HXM8uWYAP7w53cbfUgBCTDedojS2wJTxJQyujCQhc2tlQoS5e9KkmbkpSYElQBJakwbrmgMaiV0VUHWW0toXJB5hsKroyI4l5GWWF+BEhFXFiFmAq4rQAd8RSylXxCIabmSep5Qn4Dy1IwLQXKYs03ZrLW16sKsjUH3WeR8Beo96yQUlcIPwGJVxcqQaGQUHMkPAV8ukVOc5DV/mjrq2hL9x4XHhuhSjdl3tTcjLWKyRsJTyBR8H9dGHGInZNExmwKdRpCEXgXigy8NkLbzwy0ew4z9Dd7qT3qsHiVlwNvvu1pH4OWtxl9np9WbQfZFi99n5+i1FmDOrlA7RENaVmoRcHEDXEiQw7ZFhUzDNlndOBddiWW8LgkvUGl61tLLO6OU2qLkzxj4hw7g9Kzh0JXnMBYltzuVhq/dhL+BabfthvPssT2CtKboPz2y3E0CA/B+HNjJE9ZGBGFyIEJbE8L05erHH7d0wd2AKSu0vCdfsZu6cO7YQPFlKTYGGSlTSPb4cE3L4g1X0I5rJD88Wns5Qxs30T8XImR920nNC6JDht4x5aYf+0eag4u0fiPxxA7NnD+DfVEByROJMDMZX7Kz95K/cG1NFRjdw/5Bp2FndDxXxYLz2hALzic+/AGer+2hAz6iZ03mf//Lqf1BzM4IT/nb47Q9ZcHGH//Ho686p/hVe5nPRmma+jPevAt9NDwlaMEurai5yVaUUFoGos7YtT+Zpyzn9xK289NhEeH4Um6/mkGKSXTV4URNhQaHczaED3fyFBqCKE3pZBGmZb/c5ShD27H9kpym2oI/Owo5lVbUEvSLcZbIXn6/2ojnoxCoa4T2y8JjSiETy+S3lVDaFRSd980Q2/rIzgtqfnuccp7+jD9CqGTaRZfUE/fF+Y4+44U3d/OMf6cMIlwB91fmgSjzOzzOqibWqHlrmWUhQzFDSl6vjDFxEtbSZyWhL+3H621GaYWGfrgTgLTEu+yCVJSboqTb/IR+c+DdN9mMfz6Vlp/mUUZmgRNw+xuxNFg7sZOEmfydH99nplra2mYaMBRBeOvbMcKQMe/nmLkHZsxwyr1t+2HHRvp+pYBH/qfr8tFAZ6rQ2coSZ0Zf4xBXz0jwSRpI0DZUbm0stgHFP2iwQ6ALSUlKVkww+TLHrefVCXWV3VejQsqPlekHMdN25Uqa+WW1zfWfAqhoRJVfOiiTEAsEA6VKDk6MbVAoyYICM9Fz3+1X1MphmWp2EH3AZYl1TUHV4st2upaI03psgqr3mwbMNzUcKlKd5FfV5PlqYZX6NSqEFZKhJVRYmqBkdoEpqOyMTpDj3+OFs8i4DYD9VRMRxnHC5aBR0jXVw3M2jrLjh9TaqsAV1UcFNUBzXFlzEoBQSnlWiPYSjmE36qBVPWYrTPrVpm+1ZTuiwiXdXMfmbDXoGB4sIxKM1eBKzNV2Z5K0UHhcfAGy9RGcrSG0jR4lvEKG+UJAm5dKKjCwZHCbSBavb6V/mKyInVWvXRCqXiLKjWC1gpzrgNgf2DR9uM0E8+OEx4D2wNKKMjsZVHqH5Xo2TLGc3ZTe8wh+IP9lMN7/5+MId3rRS2BkdBBwtw1jdQcXmb0DV0EZiRh3za8aajfn2X8WWFsH3R+a5aZ6+uo+7d9ZG/eixkUNN1bpNgSZrkXau9bQK5kmX775dScKKI9eobxd+0kcdaicGUfAKnP7aP0R3tI92gIG+ofWWHyugiRMYuJLo3A6ApWXxQnFqaYVDj8us/+1th3ewsXLWt97L23oMUd5q7rIzLiEPn+QRKXb6Ec0xE2hEYFqduPokQjGBsaEcEgY+/cTPM9RbRD/dRHNhMYTMNShtzeDsywgMkZ5t+6h+TJErZPYnsES9tihCYdlkNuhlE1vBPLeMcckg9LRl/eSNOnH6b4wkvxZARDL0/SdfsE5XAcMyQwU1G0w+fovTXJd0ceBC40az/R8/Cx996CvVcSmnLAccg1K7R+f5rwwhJ0tJDeBJ5cEz13ZFGm5nFyec7/7aXUHXRY2KaglKHtZxkGXxlm7Ll+lHKA9h+lOfcncZSyQCopej8/6laJ9vkoPXMLvlMTTNzcRc0JC/+M20et5wOHGf6rXSS/cYDCB/aQa5UMvKmW1l+W8Q0tgGVTf9DE95vjLL5yJ8EZC82QZHbU0fW9PANvaaDv1nkAghMhwoNZnPlFzn9kKx0/zoOiwMAoI+/aRmTYIdPZQsPnDzL3pl0s/O0eej43xOL1HbT+IotwJMt9IQLP2oWWtwiNF1Fra0ARlKOSwZeHqD3Si+kXJM4USN15jsH39hIZ1ZnZW0fzj6cot9eiGBalGkn7T4sMvXszUpEUkipTn7qU7r88zOwbdj7utbkowLNJL1GSBVJqjqSao8GzTNoKUnJ0OrUyEcV/0Z3RwfXuZJwyI1aIyWKMbNHrVpWFtQVNq3Rnt8RqzRc3bXudd+Wx7/aqgVk+xt9wEaEKBRWICj8+YRJU8pSkxCcEIXHx8y84ZaZsm6NGEyO5BOWyBnqFoahW1F2X8lw1LEvlMWtZZXFbZUbWS1tPQ3uBqtHWLx23s7syw5bYFEvlIJcEJ+n1zBBWSut+3mHZ8ZGXHkq2jiLWUMeUGWfRDmFKlRkjStb0YtouWBTKOr9WVTKqzrNilncXeWW12B7ClT7XTMNVf8+6e+giolDxlJlSJaiX8eomJV1fa80lXN9ONXNKeG38IYO6SI7e6Bx9gVla9UWCioP6BB69KtNXDSkFolpMsOrRWj8XRyAd4Z6L9ffCekn3D7DSstTdKr2zu1S6/uEUU29wmzRqRRt58CSBjjYmXtRI8S17ue+jTy+7UY1Co6Trc4PIxhqWN0epeXCaiRc24VuQ5JoF3hWN1FcOs/SyHSgmmFGJnJ6j/hszTL7nCjwrkuU+MOJ+mr54lO6DQYxLWlCLUeo+v4/FN11O/tqdJE/YzOxVaf1vt/je2MeuoOPfzmJ7e4j+cJbZ6xtI7Sugz2ToHdbIXJIgciZDoSPCAx/+bbDzVMM3ZzBxfZC6wyaZdp2V9+2h9cv9zL6+j6Zfp1Eyecb+bDstX+1n6hk+/i955x0l51Xf/c992vSZnZmd7b1Iqy5LVrONG5hqcDAGbMCEhEAgoZNACC2FFkjyBgiQEAKmGggmmBgM2CYU27IlWcXq2tX2vjszO7085b5/PDO7sgEbZHLOy5t7zh7prHYf3XufO/f+7vf3/X2/sVgnvZ8ZJv2MfvJ7ttP576cp7+pn5ZoErXdNsnhJN8nnb6TpoSyjLw7jWRau43mzoPlQBdvwUEqsfSgWr2xCMUErSzr+4RAzb9+Hnq8L0kqSl7cRHisROVFk9roErbluvnHX55/SmNODGr4lyPaohBSFjh9mYDFJ7ukbSG1QGfyHEUTAz8z1bSSOGYze0Id/TtCwf5pyrItsr0ScHmPwy92UWwJ4F4qsbIqgVAXdPyxTaPWQ3dVBtlslPGmjlhzMvhaaDxY4/2If694zCoA0q/TfNs/k23eDhMG/OQG2jVzfy/jN7XR+7AC553Ti3bqO2FcOMvnO3YQmJWYAFi8NEhmGyd9rIn7SovFgmuSlUbShLXTeV2V+TxDHCNJ0OEjPF0YZ/4M+uj55nNwNl1BqcW+XMugn9qPzzLx8EEdzEav+b1mM3uSj64cWxcu6iTwwTtc9JkvbDFbWCbQ8jN3gZ/C2GI3HJGrFpv2eJOXeON6RRc6/uoOGczD2Qi+BKVd2IHamSHhCZfYNO2k+UHrCd3NRp3JU9RNTPbSpko1Gkr2+Ua4KnOEZoRNEFO9TCnZs6ZB3KkzZHg4V+xjLxigVPGvibUKC4aB6bVTDXr3N1/V5RLUmrV+7Dcv6bR8uILauCfP9NppH6EQVL62qj+hTGL8tHTJOleOVVr67fAnTqQbsorZ2sClyVdyxLnDoquwKtJL756pZpC6RXrdiDM1Zs5qoc15+S00VCj5h0Kr62Oqfos27Qr+xQLeWpVmt0qZW6dRM2lSbuOIuxnkrwplKG8dK3Rwu9fBQvp/D2W6O5TqZKMZYLgUpVgykI9wUZV1gUJUolVolGKyqDUtLccuvLWU1+JX1wKgW5CoXlrZfpCTBkq2wZIWoOBp+rYpXt9Dq1WR1xLBeOq65Okyd0RV2xKa4PDzMHv8Ig3qSiPLkrvFr8ytQkShCoipukE8dxay/RgeE6UoCyLoKeK0PSLFmrFr/+l/W8t0B0us0dxswdAod7qZupKsom9aT2tNC+13zFFt/+dxc6nlqtekf3X01iaMO8zcN4Bw7TfTgIqO3tqOVJOmNksYTFuHDc5Sv3kL0m4cRElr22yy8fDMzr9tG88ES3hWHlocdWv/Pw4hQEKejCTPoBs1T77kM4UDr/RWy3Sq9dxZIrXfzGj0fPUz6mesIjuXdzkgwzs8z9XutTD8nQfgHpxi5NUo5+sTr8WLm4I2feR3ZPh+9X57GDKg4GkTP2ZQu7aPlwQL5/jAL17XT/o8HQEq6//Eolk9Q2tlDw6kMrfuLJK8fYuZKncRnD3DuTV0EpyWNP59h5BUhPClB88EKnqxD550LjF9vkO0HI7v2+W7+wSTFVoEnYzPx7kvxZCRGXtJxX5HeO1ZwNEFys59Kaxgj6zqLP9k8/Kq5+NArX8mHXnGrq/gMND1Sxtk6gDx6iuTvbSJ0KknHh/cjDIPh17YSnrRY2uYjdkLQ+f0kMhLEyErWfWYaubEPqSj4prJgOWhlSfy4ZOJZXqI/GcO3UKbYIsn0qgTOLiEePIYZ0vEtKIy8bysAydfsI7W3GcUC/7zE2dCDaGvm/M1hOv/+EHLHBioxwdzlIVBVImMOvqRFw0iVwLSgHBd0fX6Y2aeplDpDJLdKGu4dJrXeQ8e3J+m8cwEpIL+zCzMkmXzDFvyzZXo+dswNcNY3ItsaiZ0x8aYkseOCqesCDL77KMZPj7O0Q6G4vQsjXUErQvcHD+HJSPyzgvGbEizsgWKLh/Eb43jPLyENHTMkiX1+P1peodDh0POBQ0hF4J3LYxs8ac7+4sxDcVM6HiEBC0Wx8AqbslRReOIF80TNtRmocrwa5v78en62NMBCKowsqWvpCVWiGg6KaqMoEqcmeFcPZGQtMFhtdS5FnftSy6Mo1d/uxn+x6SvXTsAk51isOAqHK938OL2BI3PtlHMeNzVxITrjXJAy0R1sBdd2wBar5uiupYBc5e7UHe1XtXyegvDgL2t148sWbYWUFsQrzJpPFBhCoCPwCA0bh4LjYcX2czDby1wpjCMFpqNi2iqmo1Cu6lRMDbOqYVdV10/rghSUs6pH4/KTRM2riguQOylrc3ahECSsprcuto1bUcpSx6NY+FSToF6l7HOFAW1LxbHEaupV91dpi2bYFJljR3CCLZ4ZYopFSHH1dsANcH9VcFz31jKlTdbxUrBqisu1VO0v6PHYdf4WLllacUnuAmV17a9+Pv6XteQWFWMF/HOQuWaA/nc/Qv4Fl1BOeFi5zE+pySH6qP6Eqd6LTet89NKrSF6/nviPzrP8JwOs3LqP+N3nCMw2kx2AwXcdQfF5GX3LJno+cpjc87fT+dXzAASjYVa2xlnc4cOTkQgbKs/eQXqdTuJomcBohvxABE/aRTDMkEbH506AodM67YVPw/wf7SB6poKSKWI1htBKErslTsc9aaShYV46SOt+m7l9F08/+FVNrYLlE0i/F9twhRMtr8A2VHwPjROwuljYHaSpt4upG1rQC5LMOknjEY3UhiilJkn0NLT93ESNRmh9wGZ5s4Yzv8i6z6hkLmlCLdt4Z7Iwv0Ts0SYqUYFirr3I0T/qpumQhVaw0LM6uS7QSgpqxUNkeJbGQw6ZjQ14jowyc/UQP/7AL1dRfny71FPkRTe+Bg4cJ3fzXsLfOsTcW/zET5l0feQQS3+wE+P4OOlnrsMe2ovlhdlnNdEG2EEPSkWQ3KjR+KjF/B6VbF8MrSDo+l4KqWukNoVQLEmhVSF+2sQ3V6bQ6cP2Sc7/SR+9HznGYLINUSgh83mEbqCVbcoJB7XofsgzgzD478ukb01QaoKmn2SpdMfpuauMNKuM3Rik9X6LUqNK6pYd5NsF4QlIr9fou2OF5LYIY38ySN8dOZSTo3QqGyns7SfXK7HnFxHr+9DzJtNPN/DPCtq+Psz0rYO0Wn1oJch063gXNcygu8dpFUnfbdNkn7ON1JCKJwmZXo3Wo4uEW3zMvulSLC/0/McCw69uQjEFwckCWtnL4rXtrAxB00GJ2txE3yfPUt7eg9IQQTl2HlmtgoiT3PLEFigXHfCoQsGDW26tyCo4NuZvyIgsOlVSTpVZ2z0Ex802ThXbOLTUxXwygpM2XAQDF6mRhoMwHPyBMgFPFY9qYzoKmaKPQtqtEEKA0Jy1my4gyoprKFkBK+hWtNj/D2iSFJ0qBypeDpcG+VlykOOTba43lRQIv4XmtZBecEzFRTFWxQblKqqgBE03fePgqhybylqJdN3TqVa1U7eU+G0HPOCuhxY1z7yWRxf2qkenX6goKBSliSl1io6HBTPCTDHCVLqBUsGDrKiImheUrFsiPEEfV1EsKdbc0h/zA7gHvKm4QYAmkT7bDf7qge9FtLvT29AUG8tRsaUg6nU1g8qBAmXLNQatmBqOFDSF8lyTOMcO/zjr9SRdmh8uuAw4SCxsrAsMZS+0Hkk5VSYsP0fLg+xf6ed0solcxueua0Uifa6Vh2bYBHwVNNVBVdwFrwiJIwWWrZLOBLBLqmukWhEo9sWjr7+rreuvHkTx+5l463YKbQqRewNoZYfUkE6pyWHdZ5c495omPOknfk79Zv/rBD4f3XMNY3+ynq71eeIHlnA6EnS//0Hm33IZIhQkeZlbPnv2M1tqv1EFVaUcVSj+Xh/5HjdNPfhvCwRaIuipIlSqyNkF9MJ6Rm/w0Hmfilp233n03vNkr+rj3Ps3MvjeRynt7AWg5WcplvZEyfa2UGxx09+xh4sIR+LML6Jt7EMtWajl4JOO6fHIxuPn4U8/9zq6vp9GVC3k9DzmG8DIwPAr42hFgZ4H0y8otgpCo13MXxbCNw/zz2jGMUBZgd47qyzs8tJ43CRt6XhTFsnNBs3lbsyAQueH9sOm9YhMnsipFVa2RFl+ro/QRCP5LrA9Du2fPwU1NxBHl3i//wjnP7YLPQe2T+KfF6SHVFIbB+j52FG03ggiGCAy/KRT8Jg2vy9E+7kI4eEc0rJofbCAPp/B8XqIjJuknr0OrSIJTZRAwvjz/Zy/NUHnfRVa95v4zy4y+sp2un9QxNEVynGdyefF6PnaFMVWQfOBKvEHl8lvaia12RXda33AwVgxMfcMoeVNxm5NEBl2A97IyRV6vwP6Yg7eDUZaYMUD9H34URjoIru9BUcXLOwSdIR2AbC4QyM0KUn8bI5YPIS6nGVlsB07YBA9W0Av+eHgCWbeug8zDJZPkjgiUWINmHEf+swKtsdP231JrME21DLkegP0fjsDlsPSvii+ZQdP1iE9qCJFO6lNgvafVjFDKmpZMvGqfiy/RC1B9z8cxrEs1EoTnrRAKVSYvSKIkRH0fcvlAplD7Sxt89H4aBkRCuA0x1m4Ikr3v55h9mVPrJd00QFPvTk4mNJh2dY5WW1jQJ9H/TUyZaa0mbAsDle62Z8dYLYUZrkUZKXkpZD34pRVF5K/8BYLCNUh4KkSNip4NAtHCvTaRl8uGW5wUOcw1GF9q+ax5K2V7/Lb4bE8lWZKmzm7yt+O3cRyPkCh4MUp6Ku2GbKkYuk1Yk4tZbOK0Oispmucum9YzVDyMeOqozzgpnSs/9my5KTjY6LSSFzNExImAcUtPTexyTmSJTvESKWZh1M9zGXDlEuGi95doKHzGCVlzQ3shHoBioNLXF4dpyrRvRaOobgl6VKgqtINAE3VJRTXuT91DR/r4g79rOVBFRJbCixHJaBWCWkVHCmoOBpFSydneimZOlFPkQ4jSYuapeFxKtu2dFAQVKS9Wp5fvywUJSzZPiatds6VWzmRa+N8upFMNoAsaatjVr02gUCZWKBI3FvAq1p4FAtNcbWOFOFqNY0G4iwVgmRyPsyCjqj89m/y/683ZesQmY0NSBUazoFTLOKdL2JvjaDnFJCSxGFJcuuv97xfltK46m/eCoCjCxqPFalcYRA571CJeiDmwVipknrNPrxJibOwBPyiZcWZT26g76tVpIDWHywx+RLXAHR+j4+mIwq2oTB/aytGBgbfeQikgxIJU0qsY/m5A0RP51l33zQiHGJp+1pwHf/3A6iJOFRNRDRCbmsTlbBK/KDO/N4wakniW/jN57U+Dze98DWYYYP2YgHn+DnU/m7kQBeKCekN0HN3mUqDTvCB82SvGqDpOyNMvno91aik584iM1cHQLpo0NQzPOh50EoWbT9KU+5uQKnC+PO8DH5shNTL9xB7aIHczjYWdqpIHfruyFNs9yEVlXyXQEQjq33s/ZvDTL57D1I4BCcksZMF1NFZck8bIDWkMvYX22g+aLOytx2j4PDsN7+ZH3z840869mve91YKmxxobaLc4qdyy16S2wR97z3NyEd2ED8qiN91Bgyd+Rv7afnxEl0/Upl4rgc9XcaYW2b2xQPETtkoVRv9/BypF/Zh5ODsm9oZuD2LUqyycG0b1QZBx21nKL5+CNsQ6PcdZvbP99F6v83AP48y9pp+9LxAq4RZ2q4hbBfl6LwnixnxoPm8rnyGgKXtgv4/30/5+bvp/+AJRt+xmWyvwLfcxNJ2jc57BX3fTOL4DXAcQsM5ll+9F9sLPd9ZoRr3UUroTPzhAN2fOsH4mzbTeESS3h7D8gpaHkhT6AmR7wtRDSgkHk6T2hYl/tACxkqU5BYPTYdtfNM5slfECCzY6DkwViA8YSJCIXJX9tH39SRIydiLEwRmoPW/k4y8PEbvew4w/2d70AqgmA6ZS5pR7JpcQ3Mj8VOVJ3xvF7Xz29J1/bawawRjyXkzwY/TG8g41Sd1BK87ZJ81m9ifHeDBuR5OzLQxNRMnNx/CyenuoSNewAgAACAASURBVKQ5rvZMXXNGdaX5g0YVn2YS1CqE9TJhj7vxe7xVFN25QG8Hl7OhSKTHQQZqfAuH3yqHp97yTpm8U37SnzOlTd6pMGzGGZ1KkJ0L4aSMVWNMt3+KW3lmKo8lYNffWK0SR1RUF8EqqSilGk+l/vP1kmVY5TP9T6nt2tJhyQozXYkyacaZtUOMWwZnTQ9nzAAnq00MV1o4X0wwnYlQKHoea8JaJxkrrPWx3tXHR2mi9jO6g+axCfgrhENFGhoKNDQUiIQLhMMl/JESashcU9V+vOL0b9hmCg1MFxpYLgexpIKm2AS0Cg16kUZPnrinSMQo4dNNDMWmQS3iVyx0ofzSz4SNJOfYTFsaD5bbeLjSwkPlbn5eXMfPMkMcSPcwnGp0UZq85ipNWwJUiddXpTFYoD2QocO/Qo8/yVBwjp2hCfaFR7gifI5rIqe5JnGWy1tHGWpbINacRWmoXtTYf5ebMG2MrE33hw/h6OBcuoFyi5/IqIN3CZywj+B0haZHLt5dtfmBFKEZi7bvTWPMrhD86TCejMPUdSrCgUrcQ+PRPLEjaYT2q++ZM1cZ6Pc+Qrk/QcuDbhqq3CRRLIfA8VmaD1lIDSbfeSnj791N+ZJe1IrEKDgU2/2IcBAZ9NN12wgAK5sa0Ho6mX7FAHbahbBmrlTIDMDIKxtp+94M8eN5Wn+avOixq1OLVBo0tNE5Rj+8Gzk1S3J7mM7PniAwK5i61odnxUS2JQjc8TCFvf04OoSHYfRGP5WYpPs/5kgcLdH/yfMEpxxKCQMn6ME7laHlwQwAmav7iD66QvKyFnJtGn0fPUHDGRi/PkTw5DKlJoFjSFKXt6/2TWgaPd9aIjCtED1bRM1XSD53HaGTy3TfsYBaFhgrJpH/HiHTq7K469c7EhPfOgkSKm1hfDMFynGF/g+eQPF5UcuC+PfPIrtamHi1axCKIljc6aXxqGTm6Q2Ut3WBhIZD88xdEQKfFyMraf6XA8SPCjLrglRaQgRnLTdwfNY62n9aIvbjMfI37abzOwuM3eBn/gV9dNxXwFiR+O8+Ru/HT9N8wP2Mj9wcxHtugfR1g1Sa/HiTVRrOwvS7LiN4cILh928ich60EgQeGMbIgJoqwNQcs1eGWNwVptzqJ7MOur+1wMqGMKn1HkyfwApIynvX0XlvnvRGCE5VXCNr0ya9TiN0fIlyXDB5fYz44RQjr25Gv+8wltetILYafDTffhKlKim2SrL9kOvSOPuuflYGVcZe3Mj5VzRihh30vCR1SZT4ccnk+/bQ+Z/ztP5oHuXQafS8TSmqsrhTIT/YgLFUeML3dtEIj4VNWVoUHZuk4+FIsZv7J/qYbdaIGK5ezC/jJ9jSIedUmbB0jhS7eTTVRnoxhCirLulWujCkNCRCd9Zu9rYrPqjpNh7VwquZ+FQTUyoYioVfr1Ly6DX1Zx1ZF6WzFBc10B1Uj41d0FCqClrxtxvw2NJhybZQBfjEE3MzirLKkiM5VupC5LVVxVypXVBFU9cKqj9Gq1sKuIiPsF2CNtJ1SRdW7ecUcDSJowoX5HIE0pA4njXi8v8UkWPWjDJbjNCgNVJ0DCqOjilVyo5OydZJmQHGczGKRQ92SXOJxnWvKyHBUWoWEbV+OgKqYo23Um9Cgg6azyIULNESyuHXqmiKW77tSEHV0ahYGumyj2zBSyXrWZVeutjhTydrOkG+Cj0NJpajgmqiCIkmLBxVUFCM1T44F9wnLOxfSKVVpEPGUTla6eT7y1swFBtLKuRND8mSn2zR66KWBW3182ErEqE5RPwlEr48jZ48Ea1Eo5anWV+hXUsTU8oEFPd/32jMkwvojAabeCTUwyFv18UN/ne4TT0vQeMJE7WjlcR/jWCub2dun4ZSFTSesBl5WYju75sEJou84FV/yndv+9Rv9Pxnve0t6D0201drdNrN+KayFDYNkmtX0fOwvEXHvyDxLsDI70cZeNfIr3yWb0Ew8n/2omcVd5lnoe8dD6JuGMTsbGT2cpXBLy6RG4oRPjxLZlcb4XNZ5q6K0vqzFSq9CRYu9a4+rxxXGHt5G7YhQVEpDCVoPCqIHU1T6gxhT88h4iGSO2M89w1v4vv//InfeH6dpigIKO7opv1nFnJTP7keQaK9mUKHK4Q3eoOHoU8kyd+4h4XdCoOfnWXx6lbWf2KK6Rd1ISwb9cAppKoSf2CW5SvbGX9BhO73P4j19J30/+VBxKZBrKgP2wOJY0Xo68CTdQiPKsw+uwXbIwmNKnjSa2q7E2/dhpGBjruXGH5VI8HJAJYPMi9vxpt0ybzq/uPkr99BaNKm/VPH2Gm+lUf+4FdX6+359NvwvFyy/p9nqPQ0MvqiCCCZePMWQpOSpkMOmWsHCX33KOZLd5A4YmGHvEgVonefJTTURbnZQ8uXjlPdPoBWlCQvb6XhbIGxv95F339ksAMG01f76f3SJFPXdRA/aTJztY9oSw/JLQqRn2RpPJrA0QUzVwXo/tww9HUh0ll8D7u5Oe+ygtUaJblF0HWPw9w+H923TxFrDHP27X30v+MAajSCiITJXLsOqYF97jznP7YPxZaEcuA/t0youwWSaZa3N9FzV4mJ53gJToKxVKIa99J2v8X8Xh9d35wC4XIJ7XiQyLjlIvfJFUKjMdShAQKzkuUtKp33SMxL+l1E9FFJw8/HmXhlH80PS4yciVayGXu+weCXcxR6g8ztU+i+u4oZMCCbRyZizLxxJ6Fp95Iy+MVlEIKFp8WfcK1eVMCTdEoUHElOaqTsMEfLXTyaaaeaN/hhfjN28CRtapGIYuBXXGi1jggt2BVGzTCHSz0cz7SRLvrcG3uNs1Hn4SBZ4+HUqqrq6ai1A0VQtnXKto7p1IigtkCWVBch4QK0wBLYBc0t3dUk1pOnrH/tVpEmKbvCz0s9mFLjMt8oCVUSqqlM14MfWzoknRJTls7xSjePZLoe5wHlBmbUy7AdVoMbrAuqzupxi+GiVbYKwmDVX0sK1tzVFdyAUZNgCleD6CmUJhed6ipB28FxBRKdClO2wh0zlzA5H2M0HKM5lKcjsIImHHKWh+lcA5mSl1LJwC5rqx5Uq2I8NefzVaNP7QIzqrqeTH1wCiheC7+/QtRfosEo4VNNNMWdAEcqLhnaUNBV93spU3NtUOo8noto1aKOojtUNI3FYoiiZeDXfBiqjSPdtViydNJFH44UnCq1E1PzhESekOIiOqpwS81N6ab5ZqwwxwsdPDrbhuOI1TFbpvqYvkrdwRYC6XXw+kziviIRvURQrRBRSyS0LO1amja1SEgReGvq3gHh0CArqMYCValScTTOXtzwf2dbsc3Be28BqWsgHfTTk7RG+sl066z0qwx8PcfojUG0vIfufzj8Gz175xffSs9kgZmrgqz7wjLpbTHS6+IYGUmhE3rff5Dysy5haatO7D/H8S5vYfKdu4FfjrSpVYmWF/jnJJWooPWfHib56n0ABOctBr+whPTq2B7BwjM7yPVAcnOUvtumkYUSItJB+8cPMf/6SwHQcxJvUlJpEKiRMIUWjcavHUFaFlp8K+Pv3Unvx04QDgxQaPGw7+NvY/+bf/3y9Ove8RYqlwkSRwtoCxlWLm3B6gliBRyyG2PgQMcPU8hTIziGgVpppue7ZaSmEjuRZ/G6Ttq/chYCftgyiBibZfi17fjnBXrBTUdOPstgYGGA4Vc0oFgw8HensIe6Of9SN03Ze2eR2SsDDHzkJLKvA5w1pK7rexnO3xLGivoZ/OhZ5m4ZouOeNKMvbqD1CydYvGUzi3+0C+FA8zdPMfquHfR9I8ULf/g6jIllvrH/W6vPes6b3kzo3tN0cwJnsJPcthZynW4V7cCnJ7Da44gjZ1E7WnEiAZI37yAyDKkNOp13zNPxIxsSMUZv8hGYVsi/YjNmQKBWoPm+eeae3YqwIL0pTGi6QtMREycWomW/RCuY6FkP/rkKviWFwp5eImdyjN0Upv8fz2Bu7EYtmQhPHNvvKrgHZiXaTJLW/T48wwvYV3ZjNTeQ2hxk3W0pzKdtRTl4FkyLwEyY+b0B1HX9DP7NCRZftplqRLDw9Bb8iw7EGuh/zyOUn7kNxRTET5cYfWmY5gMOS9sVLL+Ds5SEgS467pyDXIHA0Sz2jvUsPqePxOEcK1vjBOdMEj+cIntZD6ZPoFYlodE8o6/tIzwmUU3J0nadni9MMfDTJUrP20m+TUUrSaQmyHWDf28P83tVBv5xGKe7GY6eYeIdu4mcd2i5awI+86vX60UFPEcrDRSlh6QVZNkK8Uimi/F0FKoKP10eBGCzb4oeLU1CdSGmqpQUpeBUtYUjxW6OrXQwlY1QKetrmjEaq3L5wq4hFDV9HeEIl5fhCGxHoWprqzf5kqWTq3goVXVsU107TKn93oUBxOOChqfaKtJkwqryUKmHe9MbKds6c+EGLvWP1UqQ13yjylJyqhrlWLmLI5kuRlKNLkG33t1a9ZWocW9kzSerXk7sFsWtcVekXgsKpPsMcUEqS9Q4Py5ywlOqTrqwTVgWXlFFFWBLyEmNWSvKmUor08sNiJRBrqpQLutkyl5UxaFQMcjXCbc1L7TVKqMasiNMN12zaslQF9NzWAt85NrYNcMm6K0QMUoEtOoqf0V9nKqgKiQVWyNneKlWtKf22k0FB6gIg5QUFHQDr2ESNipUHZWypVGsGBQKXkoVg0f97TTqObxighYqeIVAlwJdKBSli4xOmXEmijEq9Yq8OvG+Vlm3Oleaq7+j+Cx8nioNRpGgWiGklolpedfyQi0RU1W8Qlu1c/EJ8GMDFfDMogrJWTqfyiz8zrXB2wuce2WY/jvKiFgANV3ESFdJpKpo2TLZDQ1oRYFaBaWl6ddGeZ759rcQDoB6apx4YoiRW+P0fzVNoNGPVjBpfLDA6Ht303lPkY7/rpC8cTOJYyZ6zmS4/5dvvSvrXC5b078/ghLw4egatlfgaO6FptgXxbtcJrlF4EkJBj47hdkRRwZ8OI1h5vb6aPJspWW/a8xoe8AMKMTOVijv6qcSFaCqYDvMXOWl+64ck2/YQs9XJlnc0UW1QfKizn3cMbX/Sce/+1/fRvd/HSf5os0U23z4D5yk9Ow2Ch1uX5e3KrQ9YFFtDMCV25jf46Hz3hzJzUGigD6xhN4XwBzqZPx6H1pR4EmHGfz0BNLnYfTWZoQtadnvUGkL0nmfhZ4zmXrtJrq+MUX8uB/bI5i7LED316fJXzVEJaJQaFlDVpXZJdZ9OsfZN7TR9+1O2u6aRgZ89H95CZobyfW5iPj6j0+z9Hsb6b47j5LOots2WBYvvOX1jD/PCwo0RCDU2kSlI4L35DTzLwrjWYHmgzYjr+9G2IK+4QDS50GMTtNYMXECHpSJBdLX9pPaJAhOQPwo5Duh7TNHKD19C/k2jdTeZpr/5QBi4wAIwfCtERKPgFrx41+sMnpjAP8cTDzXR9sDFkvbNPT+CE2P2DjZPGMv8OJNugjO8g6X++XJ2qC5+8DytV14l0E5OcrKjVspNsdp/2kBJRHHCQXI9voJnwc5OYNTNYmdKlNt0PH94CjlZ2xj/CUtVOJNDLz9YfrO9SLKVdr/uwXf4QlCZ2PYIQ+zr91OxzdGcbI5rEsG0ZfCKAdOEpWbAAhOlSgnPEzf0k/zwwUCFYtcf4hiu5+Wh018I8uMvbyVznuLnP2zHoyVPjo/sB//pvWMvTiGkSrTfbdJJe6h/wOPcv4vtxKchGhwK92fdlWXo/f/wjJ9TLuogOf7mW1YjkrW8rBcDjKRilLMehGO4NxcE/mqh5l4A5sDM/TorlJjUbqVWPuz/ZxdaWZ+JYRlajiWq7UiFbeKSMi1EusLhQJdIqvAthVKlhvBVh0Xui2ZOpm8D7OiISuqG9TojmumWVKQvtrBYddSKM5vT4smZVd4qNTDF6YuZzYVwbZUTnpbmO1q4MrwWXr0ZXRhU5YaSTvIj7MbOZrsYGa5AbtaI2bbrAVgpkBW18ip9QBNSBCmQK26ytG2F/BeELgpEqlewPVBWSX2ClsgKgqOz0EqzlPSYnm43ENMzWMIm7LUOVVq53wxwXg+hl3WUGpojZk3WFrx1qqlBGpZwfa4XCo3tSYfg94plrtJCmfN50zUvcPqruT1YEB1MAwLr2Y9jqxb+1JsFCRqTdwwZ3hYNgLYloJUFOTFRn8SqCrYpkKppFI2HMo+EzUkqdoqhbJBKeeFjE7Z0DmptRDSXBJdv7FAQi0QEha6cEg5GvNWhMlqnEzVVxPRlAhbcT8HjlizTdFrpfjUAj1PlbBWIahViKhFElqWZjVPTAG/MFAQj0mpqig0qgp+pUqzOsGX/pcFPCMvCdL6oINy4BRLf7iThhGdbJdBsUUQO+NlpV+l+7/cMtyJmzto+3mRPZ96Gw//6a9GOp77p2/Cn6mS6/Qw+meb0HOCnruKzF0To9Ah6f9mBRnwoudAX8jCwjIxuxtldIbSrn5+2Y1rw99nmb8yTvNDGcwrNrO01YvjAU9akh2QRM+5YonlhBfvoqD9Cyc481cbMTIK3d81UWeWsT1hHFWgpF3dncQXHgFA7Whl5NVtLoQuJc7ujVTDDtNPD6FWcJGW7y3AUoqpt+/j6e/ay30f/tVpnZc86/cxroXMczdhBgWBeYfRD+8mPArRU5LAnAkCpq4z0LMa3d+cQ72kFWV8nsSozeib19P3FR/FJoXoT+bwz/WjFyWNh7OYnY1MXReg91sp5q6O0/rVk9jruhh9URC1omH5JLPP7yR6poKRqaKMTJN6znrSQ4LQuBsw1lvu8l7KDQrRU5Dt85F+jp/gFDTf4aI9Rhpsj2DkdZ30vv8guRfuRI+2szKgU40k6PzgfrqMHXhHFpH5AhOvHXJLx22HwU+OMX1zH8ICrSDwLUomXreBni+NY+ULzD4vgWJCRzKHGRA4Ohh5ydIOgVYAaVnMXqHR/40ME9c3EN61iZX1fqKn8sSPCWL7Z5CaysSLW+n5XgmlZDH1rBCBkwuEYu1kewULzQrBpp0M/OUjmFduYfT3O1cNNC2vwtRNnfiWJLYOZgiWbtlK1z1VMj0GUlc4+8Z2Bt51mNRLdxKcguEPbCd6SqCVJfl2hYhxCcHRPI4RQTgw88596FkIzVqUYir+EzorGxsI/sfDdMx14sQbOP/GXhrOgt7mJTg8xtwVATwpiRkWFFskgx85TWnPANPX+Bn4cholk6c82Mzi1S1oRdfw1rhmM50f3A97tjD6vABaCZJbQ9gGtH5vCqtYpP+Li4z8QRPRc65nnBmQyIbQE+4FFxXw3DuxHr0G41u2QjHrhbJ7e7cLOvMizAG7mxFfgrDhkngtx+UmzGXDFApe7PwF/3UtmFlDc6gdbhekX6RAmAp2USPt85FXDSzH3dRNU8Ms6W5FTl1w7kLNmRpKIOy1tJi8yGKV7xW95GwfWcdH0TEYKTYznE2wmA26AZelUHYMfjbVzxFfOxFPGVsqFE3dvf2XDKyK5qIdq1yV2sNXkajan3UNmRqqIzWwtRoipMnHqg5TT/vUggMFHM1xib1JHcdTm4enCPXcPrObkFHGq7oVcrOFCMmCn3LJdUt3/DXUyVpD5sC9RdURqsf4XdXNNgU1z6zafFjCDUxqFVb1tSGNtRSgJhy3BLv2DUW4An1uWbw7MR6lFhTpFgVRq1y5WOJ2fS06wiXVl1TKBY3Zkr6Kyrkdc/tYKesMZxJYUmHRH2bAs0CDWsRGMG82cKrYxvl8glTRt4rmSBxQamikrAWAF1SV2V4F01EwZU3vR9g0KEUCioNXaL8Q7NSbQs3uRLF/4d/+f2+Df/UoSlMj439+KVoRlrd4KHQ4dH+/yuKlHpqOVBFT83h7giiWgnZuhnanjV2etxEalzQ+sIA9MsbMO/dRjUhiJyShlQrYbmXXun+dh8UkdjaLs/cyFBPEuUkAIgMhlq5opuknNqJikn7mOiJncmz4WJVzr46z7vMpRm+O03NnlskXNNJ0uEqhO0i5QcWXdIicK7AyFGTwzw/B9iHyPQGWLlHovKdM/tohYicElSiomQIrT+uh62/3M/0X++iquV6rbc2Mv6wTtQJISf8nRsg8bwsN90+glntxPO7lqfUf90M4TPr6jcRPm0xfo3LD7/8pmT6D+L/tR+zaQqnFh+9Hx5CXrMdq0ZEaeNMWmX4D73yByHCEzCDoWYXosQLjN8Xo/1qKUnuI0kAjoUkbWSxibxsgccRh9BVNNB6zWX5mH56MJHqmwPgNYfS8IDLqUGoP0fq105z/s40oVUHvd4uM3uil4bTADEG5Ucf4yTGyN+wkPFJgZSDEypBEOGuf79CZNIFzo6jtrSxe20H/J0aYfuUgk380RMc/PcLU23bS8/dHSb54G8uv2kWpSeBdVqiGXTLv2If20v+BR1m4ZSvxEwU8aYmoWAivh/Fbu1Ar4Jsv4ukIkXg4zeLlUZav7SY82UzLQ0XUgon0eQjMWTQ+kkdMzpNv30DiaAW1pZn+DzzK8N9sofMek/EX+On+fhnHp6HYktS+NopNCt2fG2bp+gEaD6bp+dYS517XTtePquQ7PWhpgeWHmTdfipGTKCY4Hnc/VCuSjjvncBoCpDaF0IrgTTtIVZDvhqafZ+n6URTn0g2ExqHpO2cJ7hsgeHwOqzVKORYkcmAGpKTvn2aZeN0GOu7NwrFzCF3Dv76Xs2/rov/PD6K1tmA3hqkk/Ax8YYHM9gTepIVz2RaEA9lBaNlvEZhVoCnO/G7d5d1UTSZv7sLyQ9/nxlm5vIuV526k6+4M5/9uL913V+j9ThYr7EFPFlm4PIoTC6HEhii1BOi4r4qwJEK4l+alPbEn3AsuKuApJP0I3Vkre66oNW8fEFUFM2ewZCukdT+q6p7mjuOKs1klDSquLk49fSEvPCyAuoCccCSOQY2HQg2VUSkWPO5zhUQ67o1bltXH/C62+3v1AAd4LHflInks316+lJzlIW96KFk6qYKfUj2IsVwOhmNrFEyVYs7DkhbGrroquKIuole3CDDkL/bjghSOqAsK2tQc0OVjRRQvRL9ELRXkyMdUPqGs3XjcNKF8SjHPyGwCRZUoqoOqOlTKulttVU/HSNb8quoHtqi9h/pQ6/3H7bdUWRvHhYGQXHtGnZMka4GelAKrztVxVLQagUkVzmqwA24QpCv2qkaNvIAn8xs3Za3vwhSrX9LWceqE87oKMmBVNOZXQhRNnWQlwKy/gYBawZQqqaqf0UwjubKHUll/7PORyNq4V1HOWgpQ2u7Y600Vjotq8cTil3VxSI94ykoUv3NNqCr5zc00PVJlcYcBAhqPgtQEHT9M4zx6BvOK7Sxt1whMSRZvGGBlSDLwFwcYf+9uVtY340m10HXnEpMvSBB/YIbi+iY8PzlOw4YdCEcy+brNNB8so1ag/2tJUi/Y5BIyH1xk/KXNLDyjDWFDZKxCZkOIpR3gn1WwGnz0fjvD6E0R+v7uOEpDBFmtEgwHGb21mfh9S6i9Acbe7/o/+ZYkXT8qU2o0CI7nWdoecdee45AeVAhKSdcnjmHudr20kle003S4iu/QKNOvGkK2J0htVFnc2Uvb/TazV6gMfD2Ds3sLwzcFaTgNskFFsQTeUzPo96cZ/dA+EkccigkV8YytrPTptN52nI6zYcZ+v5vuO1M4J8/SNBXFvnmIahhGXxpFrYIZ91Ns1vCu2BRaVeTztxC9f4ql7d00HbYoN6ikh3DVhQM+IEDrA0XmLvdTDQrKsfXYHvCkQFvKIWwfesHlJEkB6ZftotgiCI46hCYklg9avzMK73DfvX16GPZswTZtyo2CkbcO0Pe+A6RftovMjZfQ/ZmT0N5C4/5FrMYg2s8LpC5tpOmrjzL811vwzSsM/9VWArMCy6/T8vMUolIlv70NT8pF3oRpU4kKnBNn8Gzei553mL7KR2BOEjsFSr7EzNUaej5KYLqBztvdtE/xaRvJtXfR+oCD7RE0PeJgzKRZvqKV9BA0nIWOb44y8epB9CyM3xQjftym7QGbqWcaND9sExjPM/rSMP4ZQWTMpPHfjqBsHKwtfBh9ZQt930ihWJKG8xbe2SJjN4bp/4dTlHcPkh4waPn8CZqS7VjrO9HzFsmntWPkHRwVzr6pk8C0oGV/jp6vTTFzQydthW4ym2NETq3Q819VtO4Ozv9BG1pB0P3F81jzC+iDceb2eej96jTWVX7afm7hSVYotPsYu7mJnu+ksU+dY/Qj+2g67KBWHSrrWvDPVdCX88w+I8G6T07iJFPMvnY7wRkbz1iRlv9YAlVl4g8H6PzYAarXbqca0Zl43yUYGUHiP0/D5371XnBxu58tXCdrQS1FxBonoyZz7+R1qor22ANa1g4JS6CYwgUyLjiAZe3QVqoCxXYPfKm5AZGQ1CqRBE5Bw9Ekisd2XaGrbjm29LrO4KLkVjg4Honw2qtq00KRrnKvdfHE3Qcme11V3QsOHmkqiLK6duA5YjWQcSzhBoS1knM3bQNIBUfWBPHqyE6tqqw+ny4P53Hnc62kXkhcpES4QYCse0ohVp2xBQJZVXB09x25gYi46GAPgKQHadWq4r1ris71Mn+1rLjfW33vAnTpKiRfOBCnll7Ua2m7WlB74XtZdTaXNUJ2ndtlCSxLoWJplG0Nj2rh1BCPC4MdU6qu6aZ0eV+Oo6z6kV1MWzXmfBxaWE+PyhoqubqeyyqVqpflkk624GXciCIA21GwbcVV0q6vzfq4haxVOojV9+9+350j+STB2hPZmqjCJUv/r2uGjvd7j5B61W7UCrQ8XEQ5dJqx9+6g/6sW2Zv3EB4ropZgZYNk3QfP0rCtl6VX76LlgEm+VcM2QORLJI6ZLF/ZTsOXH0Lp78G37JI1PalWPMMLRPxtTD2vkcioTfh7p7EzWaJnGsm3q1h+iB+rEDs3j613k/jJFMOv66D/q2mkCsJjcO6NnWh5QfvPy3T8uIIM+lna6LAwaAAAIABJREFUKWg8IlnaQU38zYtagZBp412EckIweVMHHT8pMvWey+j512Fmr3DT/UbBYeYqnZ6sm9pIbYnQ9/lJ8tvbKDapNB9yOP/SCM0HHQZvSzLyijiDn52lGm5n8hV9hKYcpAKRo0tEltOU9gzQ8lAOWa1S7W+i9ytTTL+wk/C63eTaVYSE7s+eQZYrlK7eyNJWL9Fhk8CxGYLngoy/qJGGIz58KQf/XYdRnnUJ+XYd6fcycUMjLftNlEOn6ZptQWoqUy9sYfDLKXLrIqR2Jxj4ShplaYXq83uJHk0y8cIE7f9dYOQVIXr+qwICzryjd/XVKz4fVb+OYqvoeYknDRPv3k3vp85iD7RDaxN2xIcwbbK9PmS/n+jtB3Fsm/4/ewittQVZdtPS598+xMCnMqBpLO7QaBh2CEwrKAspvMkGVl65j/Boifl9fvq+NE1hUzPlhIFXhhASer4+T3JvM5WhNjI9HmwvZPsg/EMLrWST2uBD2dKEf8Ek32EQfyRFYUcnXf9yksIV62n69AG0lmamXtZP/9dSzD8tRq4zQv9fHWb0PZfg/eI5UrfsctOJQGCyQOisiUiukOuKE/vhMOUdvahlgQgGEbak7e4ZzB3rUbMVtFPjyI5W9KhO6NFF5va2IhxQLFAqFlZzA00HCxT73BQWg32MX2/Q/tNmWh+0SK3XOfv2PvRCP4kjFp0f2o8cGsD2u3ubmioQtBzCZ0zygxFKO/bR/95HEBv6EJYDC8uMv36I2BkDIycxO+KkntmJsKnJBbQS/sGp1Xe78Me7aX4ogzqzTN89K8y+YSdOX9sTbgUXp8BWd6iuowz1YAdWg546P6PuWl7Xl6lv3PXSc6lJd3N33AoiqKEZygXPrAU79eCnfnBKpxZMVGp8lRpnxfE6ODUCtKwoUFGhoq65jddTZhfRqiUdq6Ku2lkomuNyTeooVd3E1BTIqupyiiQ1tMlxS8Tr45Ygym7AhrUW7LjeT2umoKsE3tqcSF2646PGWa5pFMl6Gs9ru4GDDaIqcHxytRpMPEUNIqVST1GxWgEnpFjlnNg+B8dT61+ddA2P5Q05LqdIlFTX0X01rVVPX16A0sHanOk1wUFToVrWWSn6WCyGyFS9FGyDkq27AoCOUSuLd/+eNz0UKoa7THU3zXcxTTprqTqp1XzNdLmaNv2lYpaOcAOfvIdcMkB2KUhh2U8543Hfe1UBU3HRQfuCr3oXBa52jEfieB2kLciXPcyVIqRN/6qZqcljlZp/WXsyfaz/X5vT2cLYB3ejViSBeQfl0Glm3riTnrsKSEMj9vA8C7uCCBva7neoXNJHtUGjYaSKfzyLL+lQTkBmdzszV2qYfph83z6c8SkW9iiMvnMzK0OSc2/sQiqC5kNlQsMZaG1CjUUptKq0f/kMzQcqqIsZZl7Ug1aRDP9xB74FQW59hIG/czdypQqd9xbwjC5h+VXk7AKNR933Gj0N/lmInywTnDUR47NuSsonKbU6VCM6PZ84Qe6KPnpunwNgYZeKo4OWzLMyCI0/mWL49Z34x7LkOwRG1sYxJMHzWRyPTuKoxGlwPZ26vjKKo0F4DGae18LKM9dTaNYYvz6EEIJCi4dKX4L2uxcJH13AyEn8iw7n/mI9oqcDqQhaP3WAXKeGvbDIzHWNAKR2NZLaoDDztt0ETszT8815UjvjWH5J4NEZlJ5OJl/UzuSNLSDh3KsaCP3wFLlOxQ121rUSP1nCGZkgdtpm+ukBwiMCtWyR6/TQd+ea+NzEW7eT6zTI9Hppud2dY+8yLD9vHUrZotIaZn5fEGV8jsjtB2n88QRjf70Ledk21IFeZKFI4YpBht81RP9t8xS3dpDZ007X3TnCtz+MGQBrYRFHc72nzLBO523DjN/SQeDEPP6ZEjNXBdBygsUrm3E0WNjppZwQxE+Uad3vUI7rpDb6UKtgZC2Wtxh035mk2hQg26mx8JKNWH4FZftGzryz113D2SJt33bfT+oll+CfF4y/eTOxH51n8plu6n7kliDJHTGWr+uj6YgJiRgzV+lExhyceJil7R6c5RSK6bC0NwoeD7n1ESyfYPTWNhrOQvxRSWTMJLWtgZWhILZPI9+qsfzH+zj3x02s+3wK/z2PMrdPp/1Lp1n3tydRKjB3uYo6NIDZFETPiv9L3nuHSXaV576/tfeuHLurq3NOk3OQRhJCEhJCEtEEAcIYczAGWwbja18czsEJk3yP8cUchI3BYAzCCARYYINAIJRGmhlpNHmmw3TO3dVVXbl2WPePvXdVjTAyav3ly3qeerqf7t5hrb17rXe93/u9H2vbPGR3NLG6N4LUFDa6NRJncyjxGJltccwLo0z8zlY6Hi0SnCuR6xBoFyaRGrQ8laXzIZ3IWI6Z39pF5dAwTWcM2h5eY+H6GHpfK8pgL8KCzJbn1/BsDvC4lauhRrW7uggHCLmZVsIU1YyharVqxc44cXfzojrZU02blk72UnVRra+W7ghjpVMIU6nUmCOchbcKEOqLSBpK9e82u+hLp3wDhu3obBlKFWhc2WfHONCohT6UijPcqr2IS1XWjqmOTS3EVwV+Lg4QshbWcqtmu2yKZQOBau0tFyhVyy84OPFFRHSqY+BeF4eFMamBWY/jZu2wcm5zWadqSKha7FWphqvc4q7u87riRuvGRegCWdAo5r1kin4ylQBr5RCr5TArlQgpPURKD5E2gqQqQTKVAOWygxDrAPMLbk5YUpgOQ1g3DrWOyitDdjj9qNgATxQVRNlhJY2699ateSbr3gWBk6JfA6wYCqWil4VslNVymJzpd0AP6Jj/Jaix+OUDPcr0Aj3fL7G2R+DJWyi9XXQ8vEEl5qXUFmbtmlakAsVWC/9KBd9smvDjE8zc7GX5SCORn1xELYPpFQx+cozEuRKxMYv8qw7gydihiME/OYk3LfCtlcm1e9ETQfKDDRhbuvCnLDIvG8Z/bJT01R3kuiSZPgVf2hayRs+uYaYzWJksiTOS+ZeEGPmtTvxLBSpXb8WfMml4cIRyXBCbNCi0+Vjd5SVz6zaQ0P+NLJFxhdD5JWhpYvGIQuqqFgAG/mmR4Y9dQs4u0Pu9PNLnoeEirB5uoP9f5jG9CoNfzaIsr1NuCRL++pNM/EqMtd2CpVf20XAmQ8tjKQKrFuHZEus7oP3RMoVbdrO6T+A9PYneHGH0N9qIjxZZ2S9oOS5hZoHwuWVKt+7Dl5aYV+8kPm6ghySJh2cwQhaN5w2slTXM0cvEL+YQlmDjqi7yQ42EFi16vjZD1z9eoPGM4PIHd2L5QMYjLO8LIAXMfeAgxSaF7h9kKbSBEfSQOL6KdrxmvNDznRTJn86ROJkmfes2GkZLqCVJoU2wMRxFLRq0/yQNrUlW3n0Yc3mV3j85yuwNQVheg44WQscmiV0CsnbGsaUKVg6EEZqHcsJi4q+upvULzxCes/B9/xk2XtpPucli4fZOCu0BItMWkWl7Piy0CTo/8ywNIwZTd/iJPjXDyj5BZMZgo1fgG1um7fE8M7cnyPTbwKX1B7MUkgpGxEf8oiCwrGM0x5D5AnoEYqMF262jAuPvHySwbM8fDecEqZ125l9qiwdR1hn41DixS1kyW2M0jBgIIVg+EKb5G+eZvct2n47e+xRtRyuElgw2+hSyXRqxsQLr28A3mybbg+1sDKT2NbL61n0M3DMOmsb8O3bS9cMNks9IUvsT5Dp8VOISPQJLhxWavvwMM69oINtrsbo3jDnQhqdgkX/9YQKLkoWrA8zdGLLtISxJ8gtPIz0qgWPjTPxKlO5/W0Er6AR/dJpyS5jOb0wzdXuQmdsSRGZMAqsGz9c2F9LSRW2yd0o34Ba1BIQQVyxaosrsODoTauuCkDZgkcJd4KUjuAVFx/576TITIIWwa0cZ4GYiuVk+KHaYDBdMCfdCDoOARDEVO0yw2ahOvW5GgixrtUwyqIV3FHCd7tSyQNFB0QV62MIMWuCGeCp1fkFuiFAVNk5TZbXStwXgtVki3JCdW0hTYjMmul2LSoLN+CjS1g3hnAs3yrT5kJblk9V7FQ7jUZ8VgWbValZZ7hjUmJsqQHaIQUV3wjQOQKtf7N2UfKUkagu+AKRAKQosPBQV2PAYFHQPWc2HTzXwqmZV05PXfaSLfizTfvGkk7G2maYUHLCjOaDOBWVOv65wsb5iQ2C/g1KxxXVu8VdRETWvJPGc5+JqtqgL8znXMwsaKRliJVAkFQyRtQLkZZZGaT2vPsstRvrL1jIvG0bRJd51gVQFI+9uwptW6L3nEsuvHWZjEAb+6gyirZnRdzbTcCFAw5cnGfz4eURjA1LT6P7cRSq7ejFXV8l2DyAVQeQnF0ht20FgqYR5eDvdnz5jX++WXWz0+YlOWITGi5SjIdr/fRZzqAupCjoeMVGLJoGLi5SGW1m8MUmrZWFNzxG57zhrf3mY1qcsFq+J0f7QKiPvbGRwrYP4ZYNsh4YRFHT/yzj4vCz/VifTt0bp+8Jl8PtYvr6FoY9fgkbbJJP0BtmXDhGazqPNpcjtaSe9BWKjsH6olYZjC5T6mlg52EfidIHx/301vQ+U8T47jtQNlt+2G0sVtD8wjSwWGfprhZlfG6L7/nka4m3MvmMrDZcM2h8zUAo6ffebjL8xTOT+AjR0sbbNQ+MlA+9sCs+FHN5dW5l5Uw993y4wdXsAed0eYqOg6tD/tRWs0QnW3n6I5v+YYOG1fURmTaQKg5+bJXVNB8vXNtHxhbNYA134VyWmF6buiOBNw/QrvAx9ZJmVt+ypPnsjESC3O87qXsHQR84z9Vs7aLxg0vL9GSqDLWgbJVYON9phGwOQFosfuIbuB7PkbtpK4NvH0G8+QCUuGL97gIGvpUgPJkicL5G+cz9CwtA9M8juDjx5EyyT8HiOznyQ4IlJll8zSPM3L0JbklJnFGF6mHvPXlqOF/GtaaSv7abjEYOZm1XAorCjDe8PTlB+1dX41yDbC63rGYTZyeqeAC2PZ5h5RQzw0ZOzs5rmrw9h+m3AM/j3M6xfa6ele7MWw5+ZZ2O/HeaRAR+iorN0JEZk1iB0dJzikWFKScHCXTuITZgsXCtQfD7SAx5CSxa9nzqLlJLZ9+yqhtvNoERYEBsVNHz7NEpDHBmLsL6/CU9WMn1bFKlQrU0nLEnzSYPI6WVMy9ZsxkYFzd+4iJnZIBQOoe8bIPrTWVbvGCS1Awo370bRLQKzWcZeG8B74zaCi7B8bRPlBkFXtofZm7xoV3XT8WgFI6iwPqiB8vzZSJua+YXulDAwhA1+rsgWoso4CEezUq/hwdHmCL2uNpTLDDihHntBkBgBWWV7TL+0F1s3HCFAeC2soIkRN6k0mZghuwyFy7ZUAZdup6erebXqSCw3t+ZdyUC4OguHwakufC6oM+1/IqlILA8YfpuVEdVQ35WshajYjAcWDktifzVDljPutbAdUA0B1i+2whF3i5LDJDx3fZN1oGITzfJb1UypqnalfsF2wY6CHYa6wmcIR7djIUMGVsi0w22eGhC2w4LU2A5nbKpaF5PqOyVMgVlSSW8ESW2EWMpEWNiIMrcRZSrTwHiqiZn1OJlsELOoYpYcdm6TJIer26kK4V0xdRW9UQUvKNibAYdREobN8ImKqNY1q77zHoftk7VsNKBaMLdqRumOoymwChrL2TDjuSZOF7uYMeKkLIuyNNDlzzI9rsP3kvn8O6D/P7bYuXXyrQr+lGRtm0rvdyt0/SBL/sgATadyCBNyt2wHKYlfgqYnlpj+0FVkXr6NUm+CwuF+Rv54mEy/D3XrIP60SaFFIBob8K9K0kNBPIsZlGSC+f+xC/8q9H1ljmy3wuqhBMmTedavaofTo5hewdoODf98lsv/o4fZG71YXsHkna2MfnQfmbceIjoO/rUKTWdKmGEfalGAYaEVLJJfO23XCxKCcl8SqUB4VjL19n4m3taBHhWYa7aVP8DKq4dJD6qoa1kKO9qoRBX6/uxpUjsgOp7j4u+0sXDER2jJRFvZYPgL68zc4iN96zYwTZpO5mh7aJmJt3cjC0XG3zdI56efodzdSGhJJz5moJZM1oc8KGWdyVeFGf7Lc8z8wWEmXhfF9MHaDg0UBWNrN13/zwnaPnkUz3KW1mMmibOSwLpFehjmXp5EbUqgFSV6bwst/3KWjS6N9e0Sc36J2GiO5m9dYvwPdiBGJvHkJYoJwQVJsVUycO8Glb0DNnBx2tRtfopNCv1/eAwRj9Hz+TGiJ+awGqJ4zs9iXRqn6d6T6CHw5CVzv3cYRYdKg49yRGX+D66h3KBRSkoG/vocme1xct2S9KCP+MUcw59PIYN+Rt6dRClbrL77CPLkOeZfopG7to98h+DyB7ZiBTx40mWSD04QmTEpJb20/zRL7Nw6wckM3nWF4IKCltMR+7ej6ILIrE5kCvQ9Ayg6hOdNpm+P0flQFsWE3HCc1qMF1Ar0fitF9wMp0kc6aXjUzhA0AgrG9CyB5TKZfpXZVySYeEcPSkWiFi1ENMLcjR6SzxokzpXY6FZJnBKw1a52nu5XGfnQdlKv3UnX584RmhFYQR+haYX56wTNXzrJ0tt3Ux5sYeY1zazuFTSey9nO0gFJJQLZXnse2ujSsCJ2RfT4qIkeEky8fxvWtbuRve1M3eoHyyQyXSE0b2t3l/d7Se9sYOC+HFoBvFlJtsee/ws9UZpO23OifyZDpk9Df/5oFrDZkJZDz9TrZlClXbMoYCIDpl27ytE3SJWafsSsF+7aP5cOZS81aTMEzkIv3RpIkuqiANjiXkvYIlFN2myJz6xljbmLo5Mt5IaZFBN7p+0uSJvpehXI1YCOK8J2S0QgapoOoTv3qtg6lGomjlW3UDqskFpS6hyIawhSeu2du+tTY4ezZG3cNcsOe3hqGU8u81UfvqkyCC8mqqHKqi5HmA7od8NULgCsC89Vs+XrQa8A4Tw36bUcUOQ8O/dZGXXHQY3dcb93HZp1BaOkUSl4KOW95HJ+NrJBNrJBcjk/xawPM++phfueMyYvpEmPo6Px2hmC7vv/M4SZA9jd97EW1uWKd99lyqrPxd0MuC7Zsu5cWk17JAybpcpl/Yynmjie6uGR7FaeLPUwokuWzCI5WaZgVShYFTJWkXWryLwhOVdp3lTf/1s33SA8b9JwqeyERgXi5CVCIynU2RVaj5qk+1Um3tJK8lgKKxqg/59m8ORMKjGNwHSW/vtLJL9zianXJlkf8tD1Txcp9SVouX+E1G6JOTaBXM9geaH5eJaNfa00jJoICZffEEAxJCu/foDMgKDrU8/C8hpKBUJzUG6E3s9eYugrWfzrJsKExcMBNnp9GGEvvnXh1CjygqKQ2urDbE1gBFWaT0gyQ/Ymq++fZ9DDYNx0gIG/PA3A+nZJJSahVCbw9KS9udxnZ3BJRZB8Gnq/vYYeUJh9dRszdyQQJgSXKoj+bpSz4xQGGuj+xAkKN+1k8PNzSCnxnpmk0KxRbFTxz2Ro+2mGSkuY3j89RvGaLfR8Z5WBvxun45EiDSMm4+9oY+76IGprM/Lq3VixIBtdGg1nMqS2qPR//CxSg8lfH6Acs+eI8T/eSXjBpPk4zP3uQaZvjXL5/Vvo/dCTiO520kMKDSMlKhFB548NlIqBUjbxbdQmuKG/n6fcAOm7DjNxVyczvzaIMbfA3K2NrN02yPK7DjH+Z/vIDEtiozmEAS1/f4LAhUVKCUH316aJPzpJ3x89iezvZH2rSvtjJonPHcXyqKxcnWD8V5P0319k6ZCP0LKJdd1eAsuC8Ega37qdjj3x2ihKxUTqOvHHpljdraKcu8zSdY0YDUG0EnR+4QLqU+cxAx76/+4SC0e85LohPeinEhOEpnL03TuPGfLQcqxEYL7I3EuD9hxTKJPZEWfpkGDsvT0AlBoFM39yhNVdATrueRa1CE1nDZrvPUu5QcMK+/GtCvSgQiWu0fmdWdJbINcfIfmjaeKXTfoeKNP4zVOISARLAzPqpeOHq3iyCuaBrbT8y1k8T4/S8ckThGYF6tQSwZkssRFInjKIjQoG/nmF1scyrByOU26QKAb4MpLEGRNFN2FsmqHPzTP5nq1UYhpKBSJPz5M8rRM7l2blQJiOz50h8XQKxbQ9n+av09joVej66xOQytAwomMGJF1feH4f+U0t+7Ju4RamsIt6Bg2C8SLxxjzRRB5PvARhHRlwFjV38nfFzG5oQ6kxO3hsATDurtZn1kJE1DQyiu6EA8pqTeBZUWw9iJMeLR1QcIVuyAkTybpwwQtuLmNlCZSSYmeUOXSoojvAx7LDPIqJ7d6q2/deLYLqshZQC9tURK2+l2OSqJQcJq0e/Ljp56r7vUR4LTsbLWg6WV/OuCrUQnpOqNANCW26uc/PXZAtl8kSVwpurdrvaplWoio6dlP4bQG8rGaQVUGBKw6uZ4o06YilqZYiEaaoin9lScXKaxgFDaOo2ZXkS6rNmrksmq5s2ofHCpmIoIHwm9WSHdXdpHklO2MfIOp0Yzggxw7X1oAvVX2T4ujRXPBsezDZ7oOKZqEF7YsJR7MmM17SSxEuzbbw/alt3Ld4kO9m93C+0sCSaZGxKqxaFeYNyZTh4Xyllcdzw5vq+3/nJmcX0IoWlZhGz7dSeDJlZn7/IOv7m1i/vpfl/RqVuKTzp0VEocToXRFGf7MT/0OnEdIuXKhHPCy9fgstx8s0nbFFsVLAxN1baD4G2TddBa1N+NYlqZ1hlg8odtHQmGD4E5cJrFYwQoKBL80z/5t7QVXp/tQpSglhZ1rt72P8jVHyzRpN3zlP17cWWNstUUyLzi9dpNAbJd8uKV6/FbUsUdO2sWB6SKH3Q8fo+fRZ8jtb6fvnGXwLG5h77dRk35pC61ETczWF0FQKLQraygatT1pkhkN4CpLcUIzYaI6OzzxD06kKSlngOXYRK+ilcmQbofNLKD0dmH5Bdm8rxVv2sHHjEIFVE1/WfuELPSGUioXW3srsjRrp3Y2QiDN3Q4DoUzP41gSdHzuKMTvH2q4glkfBk5eMvTVO79fmsPIFms5U6H4gRetPVvDMpdAKgo0elWJSoeV4CRRInJVk33QVIlfECEqMgEbrkwVmblExon6UExeYf0ltfjPjYXq/vY5akfR8L033v86gbhsksCzJtwsCKYk3LWh/TGKGPERmLcyrtjP/qm6KLZKNgx2kbuqDQzsxQ17aHytRiquU7ziEZylD80Oz9H/0NNr4Aj3/cBG1aKGWTXzrkqXrEhSTkrVdHppPWsizI6y8apj8vi66Hswz8pe78G5IlvcHCS5ZlA4NYB3ejmc5y8KdW2i4ZGH6JM0/XaASA2Vqkck3tyMMSaHVS2Y4hBFyNrmqSsMjk6BIQnN23ytR6PrwEzSdLlB86Q4sHxQSKnJrL7GzaZTlddr/5inSwwpqSTLy3g68acHyPoXcvg78axUWjgRgqIfF27soNUswJcXuGN4N2yl76n27EKpC6q0HaLxQZuX2AURJpxwXFJpVNvph5ZokU6+OkW8T9H9tnY0elUKrYOFawdTtIYo37ODS3W0gIHpygaZTBaTPw8puDzJgW3ZMvW8XleYQnT8p4ilYDP3jAqE5yzZb/O0BAo9cxJcSzL91y/POBZvS8IiAgeKx3W7DgTKNgQJN/jxNvhxBxa4RkzaCLJfCLOSjpPMBijmfXQRRCjDlld4iLmsgsTNh3HIKRdUOAzhhGcsJ81ge7EXScFgeJxVbahJCBprPxOM1kFKgVzTMnGZrXOqAzmZFy9VSFZrEctLB8VgoXhPVY+LR7AmgXPKgFzTUrFoXsntOarZz79JnYSoCqdl9r4I21clM8jhsmZPyLJHVzCipC6SjT0GvpaS74SPphlUEThkLaRvbbba5JoDSfg5XsBX1YRccQObqm9w0dAf4SEupicvdMXHS6l0Nln3vzwGnDlipap4ENmgyRfXepKxjWNznVneNzfoQCa9pC9QdQXqV2TJAsQTSAMtfl5YPNVG9A97s39UxP1f8H1DV91yR2m8ILFSktBAVBUW3j7F9N+1iuVlT4WJFYzEf4Viol6QvR4tvg5hWxCNMsqaf2VIDYxtNeJna3AD8N21WoUAlqrKyV8G6poHhz87T/piH2ZcF6P1GipV9DcRGofcTIwC0s2of+DINOMeJL+/BnxY0Xigxd32Avi9NMf7+LTQ/Y2J6JekhhZYTOigK5big+75ZSolOCkmFjvvGkfEoelCj46tjrN/Yb4e1hWDprt10PZRD6CbzN8To/mEZpWySumMb8W+cJDjfxvw1AcTVW/FuSAa+to6SLVJsbGfqzg6kgN6vLTD2V4fp+X6JQlLD2tdG6Pun0Rw37eikRaZPw3rlPkpxBT0C+e3NCAmJR+eYv6OLbJ8kfjFC8pKH1d1eer+xTOm67ZRjKsWEgrW9k5ZPHyXUGGby1WHajhpk+jWwVDrvOcX03XuIXTZJDwbI3tzDwNczpLdGsEYuE51oxErb1c7X3nU1yeMZWv9jhpG7u/CtC4Y+t8DF32lj6N4oqS1erv/IePW5DbBY/X7kiKA5tId8i4YeFqz+dhfd3y+zcI2fwJKGFJLU9iD5Ww8y9NUN+F37uMt3RhEmdD9YIjsYodgYIzpt0PSTabyHOwkslvBueCkkNSKPTJO6YQu59iCtT+bQx7ysD3qxfJDaHqbnP4p4jl0iVh5k9sYQLUYTS4e9hGc6yQxC33dyFJo9eB98mph/L57FDNH+RjJ9HqJPTJK/ZR/Jb51HBAJMvKufwa9lmb4tgqVJfBnB9Ms1br/hFACDTNf6fu9Wev70CSo37KfrE8eQlsRzxwG8aZ2VAz4iMxJRKGF2NDH80VFkaxKA2GWL/BuuInZ8nslXddL+qM7CEY3m+2exBjupbGlHXVun51sp5m9pRGoW3fdOMf2WXgpJlfCz8yT9rYj5VXzpGPExHTWvo5YMCu0qZkuc3s9cAJ+PQMrEt1oXZKSHAAAgAElEQVTE89AzyB1b0COQfLZCdBJmXu6l7XGD0E8vMnX3Tno+P8b0rw/ScMHRthqS4Y+MkLptmMVbO8i3C8KzAXq/PIXMF2i5aIBup9qLrnamb2kh/FgWrdSCf2QJ4/ZOxv9kJ1oW/GvPH77YFODxhyo0RfJ0htP0Btfo8K2TUHNE1CJ+Yd9Y3vKxaMSZDDdxudDE5XSCVRm1fXCcjCzpsUMxQpE20HFCFCgSDMUGO3pN9IwGUnWOcfxURBUYWHhjZZpiOdpCGwS1CoalslYKMZ1qoJT12U7MUPWy2UyTSo2NUvwmoVCZWKBEY6BA1FPCpxgoQrJUirCQjbKWCttOua44tV4w7YZ4HIGxpSjVDDT76ciqr48UEuEyNAKklNVssPoFtqrlqbJozu/qvZJejA+P2xTnWZgO6JQ11qXaHIAppCPUdUGAu8hDTa/iCqEVbPd7l5GCGktVFwa1f+70RX3O712A5fyNe+16zdOmm+FYCDhhStTn6NRw7snRkknTFtK7FgNueLcKeBwgVB0/dwNQn7VmCTBASsX2p3K6W/UmEgJpCcplhaW8l1VvBI/XrrkV8OoEPbot6i75KBR8DPySAZ7LHz9iW93nBC3HyuS3NhM6OU20tx8lneWGG2fgxp9//MFftRehy3+8ld77lph8ew++NSjFVEy/pPPHFSpxDe+5S5TvOsLSzR10fW+Vydc3sXxbP00nM6xv9RB4rMjKPkHrUyYrt/bTct9FLv2vLQQXFdofycGxc2jtrTSuhxl83GKY4wA8/fH9eHIW8y9rpOXJPMKSdtaPCWPvaiU4J5i9IUB4xgHS/d3k+23RcsOPxvFc00e2UyM6ZZB8IoWcmad44w6KQ812sdIiFJsFQlW4+g2n4A0AC8y+uxt/UxDtx89QeO1h/KsVOh6uoOUNWo6bWB6F9dftQtFhdY/C4GenCe1sZ3VvlMS5PMLrtctctCTJd1sMf3QUoWmMfKAf37ogcc6A1RS932tk+J6LPB/3OHxUAs8ydkcDuSO9NFyyWLzKLt3R/N1xSk2D5Dug76tLzN3RUj1OywmCixLlkWfZ+L0j6GGQqsZGTzetP1xg8s52Wp6uYHlg44ZBvBmITRhYHhXPgydg+BpMn80sre0IkL1jN31/fJTmhkO2v9EDeaSmkPjmGBu37aDh7AZi1xYMr8LyDS00P5Ei39oImkY5rhLoaWfitQ2EZiW5niB9963C7CKDPy7+/L7fcxHw8NMv+1F2HEZYtmjY6NeIjUjKUdg42EFoOoe5usbym22WQ63Y80RuVxtaXuBNVzADKrKnjY2BENFvnEDu34YR8tB5/wzSo2F0JOj68hiFgz0YM7Osv64bYXZjaeCbzbDwsmZbL3VfntV9UfTrY3T8yyi5NhW1HKT4lqvIdSp0/ahAJeqhHFeJjoInZ7Dwtp30fPosy3fuQFhQStiAx5dRmf2/tjD0qcvMvmWA5mcMgrN59K4mZm8O0fNAGjPkZf66IF0/SKMYAiuTJTOgsnyoCy1vu4X3fuYCs+/c9rxzwaYAT1Mkz6GmKQ6FJxjyLhFRdPzPETKYEgY8a+zwzTIZTPK4d4iHi4OUix6sior0gOIwMV6vQbHgwyjaTIyrz7hS74CTwWSDDVlWbU8YaYs/vbEyezrmuKZhnL3+aYJKmazlZ7Tcyo99Wxn1Jslkgjb4qCg/uzj/gk16JHgtvOEKyViOLfFlBoIr9PhWSag5gkoZLybTRiOnY90cD/Swkg+RK/jQix6qWT0KCK9lewO5rIUlETaaQZgCy83SKalXApiq2zBVzYz0SPBbVXM8WVYctsdZXa3adV8U4HFCg9VSCN76waHGStT/2AVaDuMjpVIDc2YdCFGkY95XxxZJ7IrxbpjHBQiixpYI9/t6QAG2XscVD7u3V5dN+EKbrKhXgh3NAZ4VxR53FaTXQg3peDwmQkgqAQ2rotoGmW7pFFe8Xw/QpPNuuQ7mFQVp1v5WuiJ5F9s5oN/NshcWSFW1jSaxC5yWRZC0A6Sq1g+/hM2btp955yefZu59B4iPmVx+zwDtj5Zp/2b6Fz5P/0cucuJLe0icN1g6oBJclqgVwdTtHlufeOgIQtq6GdPXhJbH3tE3xGl9XKXw0m0M3Jdl4doobU9kGf2jrQx9ZYNScxB1dBYTGPj2MrB8xXUPfNCu4P69Rw4QXAoQ+8qToKgooSDRsW6UQoVyWxQtV8EIe+16XF+2NTwYdmZXoVWyMaAw+N0xrOv2EhxNYY6MI999hMCS4ODbT8Frr+xv5z/YLMMT37ZLajSd9hG7lGXuphhaAVqeyDBzU5SW4yaVlMLYb3bTdtTAl5UoZ8bJvWIXqZ0QXEnS/qgFiQYyOxMMfvgs1rZeAPRd/ez4+Olf+BkMfm+d//jxAINfydJ0VrC2w4MsFOn8mxPM/P5B0FQ8G7X/b986VKKCtXdeTalJ0vy0RezoDJW+ZvJbkgRWJIHRFfwnC5gDbURGKigbBdKH28l88Bq6v7XE3G22f06hXeBfg7V3HSHXDd6MYPyNAdSKINm6nfSAglYMsbpTQyrQ8911Cr1RLA9Mvr2HlhMVlq+K0/fZMUQoiBkLMfm6Jm5+3cQv1PeX/upx/v0nB1Er0HRKErn/OCvvPES+Q7C+XbDl8wYr7zxC+7cm4VMgLMnSIQW1JIhMSS6/PkB4SmHy1XG6fpRH7BwmtT1Mapdk4F/jKGWDhesihAZClBoVCh8+Qv+Hn2HyD/fTeN5i/UATbV89R2XvANrsGuGEj+C3xrEyG7Q8nmLulgTtnz9DdFsvHDtD+S1Xs3wIhj74NBuv308lBtZAF5YKeljScEFi+gRrO1U8WVh5RT+tf3sUracLpGTs7k6CCyAvjLPyGwcIz1qIYoXIhIQ9w0gFhv72MmO/3U9wTqDv6EH9+bgR2KSGZyi2wq7QLP3eZSKKjufn5Hj7hUmjUqLXs8JwcJGuhjSKKqsaHquiUil4yWf9GDkPoqTWDOcEWH6JGbQwwxZmyKxlxzgTt/RKSJRJdq1zQ98oNzVeZK9/mhY1R1ypEFeKtHvWaQ9kiPjLVI0BXwzB4YCdlniW3Yl5dkVm2R6YY8CzTKu6QUIpElEq9HpW2R2c5kDjNIlQAcVZxOrN5WRFQQSM2i7eY9XKbXhroY8rmA0HGKDVZe44PxOqhVCt5+h1nPsW1J72i+m/5t6XE0LSLBSfieIza+VG3BRzhwVT/Saqz3Qy1EWNuYAaAHuujYA7Ti7Y0W0mxdKewyRZwtED1cZH6I6+qqxUdTvVMGE9c7SZpsiaB48LvoMmVoOO1lKgvWuNvV2zXN8zxk09o7y0f4yDg5NsGZinsSONN1GCkGGbKfok0tlyVIXKridP1YRTVkOowm9i+W3xu5C1e6lmJrr9Lim2caWrE3M1Vb+kLfmsbu/gX7ePSlSSb1Xo/dgzeDYqL/hcsUmd0GSOwc9OsdGn4MkImk7a+rvuByv4VwThKQWpQttjWRbetgPp9TBza4TlgxpKUUdqkBkKkXxaosf8+NZKXH7/FrYce/4X847rn2Zln2Dug9egxqLM/cYujIgPK+Qjtc1HakeYxat8CAtm7rZTs6fesw0hJfFRUCqC7J1Xs3BdECMRRo1GAWyw8zztmteeYvieWQKrBpbfQzkhiY9VUGaXGfhGluWDCskfTDD4mQmWD3jwZmytWSWs0PWQwcoeD6GxDS6/tRl/SsfKZjEiXqSqMPlK/wt+BsP3zKOsbaCULVqOlxDtLSy+92A1ecAM1IB9eMFELdlgZfCLKywdVMjv7mDqjgChC0s0XCwy8p520jcNoK4XYHwGmUqTHlBoOVGm2NdA8nSJ4KJOyzEdS7MLgA78/RR6RNLxUwvvuiDbrVJKWqzs1uj+f5+l529PYcT9KLpdBqPnO2uk+z20PjiH8PsY+c02zJCHm193/AX1/fYbT5A4LYmMZ2HPFpJfOE7Xg3miYwqWV0MrSsrDrQBE/v0MQkJkUlJotZN1Gi9W6PxxAaVoMHVHnMTXT9H/jSKpnWHyvRE6PvssWlnS9vCabQ3TEKfnw8eIPzJB/PwGlz60DS1TptKbxLdSIn9kkPyrDoBu0PHliyiJBluM/b5rSG0XBJYVsq/bTzkqqMQlRsyHNyeJj0ii43nybYLmZ3SMoCT50AwTf3U1SInM5Wl/zMSXliy96wAAsa88icgXyfYKxt8YwbcukYaBWhbExw2mXxGg1PT847cphmdreIF+7zIJpYzn52waVWFraz3CQhVF+r3LbIsvMpeJ2UyOarM00lKQmrsoiSpN7+6Wqws31ICB82JLRRIIVuiPr3FtdJQB7zKtagGf+/eKTkLN0eFb57K/iXktjlnhRaVlC49FLFykN7rGjtAcXZ41WrUMcaWCWockPMKi17OKFVSYLjayoEWpuEUgJXaIQgMlbGE6i7HQLKdWkttf+z6roZgqG1DHitR3xV3wFTtEdoXxbp0f0Ytq9de37FCKcMpaCGGzVFIKhCJRVQtVsyuem4Zqhy1dlsFhLqpskxRXfnXDXnVAxhbnyZ99H577PN0aVJKaJkzUzvPiGC7smJtzTaFJVK9BJFykPbrBjtgCfb4VGrUcfqFTkh6yZoCMGeRyMclkvpGFbIR0JoRV0JCqqDk0O4AQt/hhvbGhU7ZEag7FVW+DoNTY0KpZtWUPnlSc98cFk7+ETViSxIUSl1/jIzgvCK6YKE0J2j99+QWfa+hPz3Psq3swQnEsDXo+egK1o5VAqgWlYtH19Wn0zgTz14dQx+dIal3ktjWilqHlWImFGxLEJkwqIYX4vU+S/5XD+EeXePntF3+h699+4wnG7uph+Q1baXssiza3hpXOoN+8h3Jc0HfvPNldzZQS9tTeMGKSGVBp/twxArfuQw+pKDpoq1nMbJb9/+MXY1fav55i6gONaOkiLU/5CI6sMPGeIToeKRIdh8pAK4vXBGk9WqaY9KDfttN2FT7oITZuMX9LIy3HDWZu8mG94ohjz+HltpedeMHPYOC+eUav9+BbjrD4kkZaj10iPJ/AkzWxfB6aztS2+cHZAt6Ml9kbvcy+spnEWYvQszMMjgZASpQnzjC02M3cq9qI/2AFBruRpkSPSvyXFpGxMNOvTND1d88ifD66J5OwtMrG9UOYfknkmXnyrV3oIRvo+lOS0vU7KDWq6A7wCqxKip0RWn+8TH5HC4WkxvCnppi5s5fnD8D8563UIGhYy1LpSqBtHyTf6af932fJb2tBDwn0kP3shc9H00lJ/EcjzL5jq51YAqhPnSf/qn20nKhQesl2/It5El+5yNQHD6CWdwAw9rZGAiuC2Tf30/FAgI3dzViaYMtnV7AmZvB2tYNlsXZjhO5vLjDz2jaCy82kdkD/t+LEx3XbWTxTpNISIT3gZ/DPnwVVpXG+mdy2BMX2AGoZ5q/ViF8CmcvzipefgJe7PT1p38ttcWQ2S+nWg/DDkyRPdRCcK2L6VNZuG6bnk6coXr+dptOSSvj5x25Te93t/jniSunngp3nNg+SDi3NNZFRYsGivfN3q33Xm7c5C5hSEajuDtXROihFZ8decTJfnNR0VbWIeYo0a1niSpmgAK9r+IckJHRatAwJXx6P16hjTTa3+CuaRXMox3BomSHvIq1ahoiwWS7XhkVx+hwROv3eZToCaQJe/Yodt1awvVgUxaoBFbcWF9TMDCVX6F/sIlai5n/kNreqtrQBD3XnqqWD1/1ss62i1MS2FlBWsUp2yEZRTTSvicdn4PPrhEMlAr4KmmZhOdlU1Wfqegq59b3c7C+n70K3s+4ApN/EClhYvroUdrdfjh6r+rFELUVfwS7n4XyqTNJmAY/ynHdHglAtAsEyWxPL3Jy8wKtjz3BNcJy9vnl2eJfZ65vn6sAE14Uu8fL4GW5NnudI6xSJhhzCZyICJjJkIEPGlfflhvXcoqQSW//mZKhVhdz1DF4dLq7qpRxA6PoHbTaU+9+5pbZ6mbzDT2BJwbcuKSQVcns7Nn2+zn+bw5eS6DGL/Cv3YYWDCBO8c+ugCFb3BOn466ewuttQigb+5TKFVgu1oKMVJZFHL2MEYPaPjhD96RjG3MIL68/BJpqezTHxK2Gm3taL6GglOmFh+iVmY5jIU1NEZmxKLzK2QfdXp1D6e1jZ42HpKjD8UBxIoHV3vqDr5roC6I1BVner5Lc103v/GlIICq2Cjb4AXd9dZfo2D6HFCoGVCtGpCr40RKaKRGbszJPG85LOnxh0/6BCxyOb94RSmpuYvbWRtq9eoHL1VpCg5Q3E2DTFZC3Ofvn1YUy/gmII4mMGDWcyWJkNjJYYMuhHTSZYfmkr7Q+lKF49jKgYXL6zgeCCYPzd3WS2x0mcM5i9ey8Ld21DpDKYaymWDyoM/XOa0fd20fL1ixhBaHsiSyBl4E2VCKwaZIah3GCPj++hZ1k/mKTQpNH0+BL4vNzw1hfG7rjtunedYPItnegRDTPkY32ryuxrOgmdnKbxXIHV3TbgGfmfW1jfojD7jq00XtDp/7+PUomqLPz2QdSSRfDUDL5UGSPuZ+wj+wBIbfMQPT4HEjr+4QxNp8oYySjZTpWNHgU5Pcf0Hx7ECvsZ//VOur84xuItrSRPV1jbIwksCcTTF1nb7mH2xjAinUUPa0gVxv/XHlbetBORL7J8QCXTo2F5ITQrCC/oDP4w95/2d/I9Q5j7tyBVQfnW/UROzLF8MMzCdUHiXz6KfmiL7XvUoZA485+fo/rebGbAW9UN/NWqhv91U4XNePiFLaAUisQs2jWmhBO+cKl5qdqUveUUlazW19LsApRuSQapSqTfpC2SZTC4TFLNEnTuqb6mkCIkIaVCoydP0F+2M57chWQTTVEswp4yMbWIX9HxCxOvYzWsCvtT67fEi8W+4BRDDStYIRPpM5EBCz1uIv0WRlmzhdqmsKuOuwyEcBbyK6qsu0JW+yPqwmM/E6aqC90I3Q5z2LW6XhzL47oru2VAar8Aj8ckFCjTGM3TFt+gPWp/kpEc0WjRTp33OOaRSt3x7mlcMbnjnK04Jn1VIGTV2JArdDiCmti7Lg2+Ol7u39TpZTbV6hlGC1AkHp9BZyzD9sgCQ75FGpUSIWFUAbAHiV+YRIROh5Zmu3+WI9ExtjYu2bXWSiqioCGyWq0mnKvXqi/X4jKdDmCTmsQKWlhBy/a8UquvhZO+72iKnJpfVe+kF/n8/zu2Yptk6B+X8ackLT+YpvlEDmFuHvgVB5oIrlokT8Di1Qqp/Q2ktnq4/Kvt5He20vLFk0x/6CpQYOo1MbTlDbZ8fh097kOqsPLKQSoxm8qnMf5fhrKe2w5/4GkKHQHiF0AtQ257gpUDgvAsCN1E72+lHHM2C5rCyN3dTN7Zgn9V4lu1QbP/4TO0fz31gq674/fOkNphi6Nz7Rojv96AWjKoNFg03HucxesTDP3ZOZb3+Zm8zQ5VFZOwvjWId8NkZZ/G2h7B8j4P+XYv/sXCC7p+fVu6uYPO//MsU+/Zhm8hSyWs4Dl9mfl37SKwUgtVtj1h4n/wFD3fyVCJKIj5VWZ+Zy+zNwa59BsJZC7PxhCIssHMLSoTb0rS9+fHybdL+r6ZJteh4s3qdP/rDKFFE3NtnfnfvwbTL8n3R2l/1GDhrduwvBJ1JUMxoaGOzrKy20v/Hx0juGRvvIqv2E/0coFcpyC9v5nRd7dtuu8AekySb9HI9gZoOVZBMWDl1n60VJ7u79rPNXJZQY9ITB94sgb6yw+S7VTxr0mW93lYf2kfyug089cEaHoGuj/8FEYA8rvb6H6wzMxv7bJtGXYG0UPQ/c15CrfsJrggufzGBtqeqCALRVq/dhH/5DqtT0g6vzLG+pttnVzHw3mkZbHRo9HxcAH/ig3+pt7WS/MzJqVmSeKcQfsD02g5/ef2te8r80zfGsK/XCTfqpE+0kl0ykArwOIHrmGjx4fllTSdKiOfPv9zzwObBDzPp9t5vqYKC9WtQ6Ar1cWtOtE7d+RO1FfcXd33Vb2DAjFfkRYtQ1AYVzBOugQTgSWFXVzRsT922Q+pbU7UIARowsIjDFQ7WdiWczw3quJ89QiLpLZBmz+DGjRszxyfiRLWbdGyE866gjlQbBajasDnGCZe0Vx2w72QE7KQlnAKm9azP3Uf99hNNjcjrsoyuNlVQuLzGET9ZVqCOTpCabpD63SH1ukKr9MVT+MPlxEBA+EyNVeUYniOtgcnROMAmSq4s64EWu4xrqt3fd22mijYPbbus5n2nMOEJgkFyvSH1xj0LdGhZvALC4+ogV8b7INfWMSVCq1qjiHvInsjs04GHjbAc53HTWxmy8lCdOuxucBW1Ou3NKvqY1QVkjshLje1vWoXADVm7Zes9f3hUfJbEnizkvF3d5PaHmbpsGfT55u7wYt/VafhwRGaT1gk/u28XVF83MK/VET02T4rpeYgLU/piFyBtf2NrOz20jBSQjHBk5NUoirrB5ObuodKSCE2XiQ2YRA+v0bv90rERyuMvj3G5KuChBbtzd/CS2J4srZEINcFXQ9m8ORA+H2bum50ymBjwH7HGs8KSkk/Wz41x8YbDlJuFEz97i6KrRL/mkCpWAQXJZHpCv5nJui95xL+FUH3J59hfTtUEoFN3QNAZggQgnLCIrW/kchMBTpb6fjiBeZeUjuvWpaMf/gA6sIqDafTTL1riK5Pn8KXgv7vlJn8gz30fzOHGQsw8PtP0fyMweJ7D+NfFUy9ugE9AuvDfibf2kXsqTlKt+yh+5tzNJwVBP/jFMHxFBuDFoFFgd7WYM83qkL3v06Tvusw4bkKyZM6Gz0a2swq3d/P0PDELO0vgt0C8K4LGr90jNj9JzH9Ck1nizSe3sAK+6pg3pOXhOYF4RmJd3Se1BYv7Z87RWS2TPcnTmBpsPqa7ZSaLeIjeRbfdxXRCYtcm4Ye1hAmGAEVf8rCk4fLv9pO6NIa5QZB/yfOEry0zMqbd1Le1w+LK4S/8zSZl/YTH80jVRBPnaW0qwsEaNky3g1J29EyRhAWrlZpPmGhBxVkOIAZ+Pnqmsk722k9piPOXya4aqIHFfwrJUpNkvZ/OEXjuSzhKQXfyctM/8+rnnfcNqXh2QzYsYGHhm6pSDckVZ3obU+XajV0Z0cr60IywhIoDtOh6LbnjumwNN46lgVAx15HSlKlJDUWjRiLpSjFskN1brJaNtjaiIqloksN8z/Bi//ZxrEk7cnV569QKdvfe7wG5ZIHWXFVq9TCbW5tKcetGScD6LljUku9ltUdvLTs0FG9/sWtyVUTMb+IRc9rITSrei5p2hlKiioJenWivhJJf45Gb56IWsIjTHSpkvX7yVZ8LIswekVDl9jM1hWYRyIUR3uiOl8FVbdqYYDURM1LqS4UahsWOuxPvS7IdHrrgsorL/mCmlAl0qzpdxSvSWOwyGBwiXbPOhFF/xng6zZX06Zg4hcmB4OXUQPXYxoeMCVSEU6quR3StSylqs2RmqyW3pCaZd+HKm1xs3tv7nvjPnPhhrOw7QMcjZxS+eUDPOu/doTEqQxjb47hXxUkTqbItzdu+nwtJ0yyXT58sUEiE3lm37mDrm/PI30eZl6ZJHbZJDyVx/IJwufXSN3YR65T0PWjLPLp8zSNJJHxCNKrISbm4Pde+D00/mAUcy2F58b9LNzcQtsPF1l5SQvDf78MHo3Mdjst3Z+SdDy4xtjbErQdNZEnL+LZexhjRx8w+oKvu7rbQ/MJk+gz81x8fweRCY3Uli66Hlgmdl5j7K4G/KuCri9cZOJ3thK9LMl2eQlc9DNydzeN5yWoKpYmWTzsZecL7zoAHQ8bzL53D4N/dAK1JYm5skrh5t1kbmii52+ehb+w/67QrDH0xVVkOIhUVXruX0bfP0zL559GCYfozbRy+fUxQnNgXHcEgGKrpPd7JdRcBcunoebKrO+OY6XWSW3tRiotND88j7VtgPSWKMN/choR8DP+u1vo+X6Rubu20PaZE/jT7czeZDtlG0EY/80eWo8ahBbXCTx8bpM9r7XJvziMpcHgX5xi6gN7McJ+Bu5dZ+L1CQDWt9oeN6VGkEo/Hd+awurrwntmipGPHKDtqEW+WdD3bxVW9odpezwLUrJ0OIqiWyTO66QHPbTec4LIjkGsZ88z9rEjDP2fadZes4PGp9cwvQLvkxegr4uZVycoN1msD4Xp+d/PMPaxwwx99CLNP1qn8MrDGEGBEVIRFkQvQ3ChiFKoMPGmJF0P5n9uPxsv2gbESmMD3vUKnpxCKemn6bRF/pYdFBtVOh6YZeU1W2m88PyRp00BnvN6Ex1qhtjzTPBuMyVkpcakkeBobpBs2Wcv4B4LqQksf21iri32NfpdugVK/QbSsiuky7zN3wtd4cJKC/+u7kJJWISUMioSE0HaDLFiRFjVIxxf62E2HaOU99o6F7eq+iaaXvSwmI8yHkgSU/PonnWSah4/ZlW0bCIwpaAgNVbMCD/M7OT4SjfFnA9yHkRFUMZdyOp8agylJi6WNtNlOoxKNQTnsh0Sx0jQ/rEwFFtAbNk1uaqgwC1rEXTdG8WL2+UbAmmp9n27Vd1NgVFW0RSranjX4tmgUXPcYM0gBdNLMpCjYqqsyyBGWat6L1W1N1ZtcbfqGTiB49tUB2bARrYOiLGcrLZqv02BqNRhSDfDT7Lp4qHSPc5hTWKRAv2RVbb6Fl6Qpk0BkkqBlsYNVtUwlYIHWVZtfZobvjMcNgec99UGuyLnCBJdRsvRwFUT57wSK2AzP1IBygoiXyuoZ/p++TQ8DV8+hlRVwjMH8a9biKUUpeb4ps+3slej7741RCrD6Pv6kEIy+5p2YpcNTD9Evn+Wmbv30DBiMv0rLXR/c5FKpIVcT5C1264iPCtp/sEU6eu6iY1NM3qjn6GflH7h6z/6xUM07injeSyH5/Gz5F6+n6k3ttL5saco37AXPapSjtrvauLJZVKHkhW+M10AACAASURBVGhFwdwNCvHmw+gRwcK1QRbu28PVb3z+DK36dvIfdlPYadHxkwLrRzrY8hcXmPztHfT+3VmsoS6Wroox+BU7nGIOdRJYkqxvteex5gclfQ8Umb8uyNqf76LhnEDVN7/xNP0KhXYLpb+bsbcn6f/YBqFT84ROC0jUwGy2R9Dwr9Mo3R2s74yS2gWJU5KwugO1ZFBu8BGZAq0k8W1Ilg9B73dtg73sQAStaFEcCgKw8pbddH5/FSMWYPTd7YSnIbBqoTTEMdsTDPzNRcz/r73zjpLsLM/877v3Vk7dVV3VOafJOQplgRYkooREMhJgZAMrhz1r7LWJa7wHm2QwsNiAwF6SkJBYWUJCYTRCYUaaqMkznadzd3V1qFx1w7d/3KruFkayPOw5u5brOafOnNPTVXVT3++97/uE3mb0IKi1UTy/fBH5uu2oeVBz4Ju1WOh1kA+3kI+0MbBPXhJp+8W/2krLsxeQTbUUajwoMVuaZGkwemOYwKj9N+6bEOgBaPvBKIWuGMbEJGO376X5cQdSlSi6xHQLHEf6cTSsZ/y6gG0LVwDLoZCrKdFO1ncx+K4QbZ7NOBcFQx9sQctC4Zoo3rjF0J9vpml/kbbvD3LhT9qp7jMpXLmBnr8bZfbta3AvWgT6FvH1GYy9vZb2r51B5gvQ04Z18jwdC03kemt58t6dXHvLv+Q1Bc4mGLk1RvG6ZpDgmVaoeyFHfLOHhmeyeMcN+j7aiH9U4F545fvbJd35n1xax6hRTf5fSeA0Sx37edPL6VwTB2fbWUx5bLdaxb6pK3kFJbdipb8cflmwU7JFiZwrDcU2DtRL4y8hkV6DbMbFmbk6nlpay3OpHg5mujiY7ubJhbU8EV/LvqkeLiaqyaXcyIJqE2cN5dK5DKZgKedmNFPNmVwTY3qEuOkja2mljpKKLhWyUmPaDHK+UE9fMsbsfBAx70RLKaiFVZ2IcjZT2W26XMCUnYnLEuiS2SGlUdKyAWLZd6Y0ChFFsexMvfxZq00W5Uon5FIgigpKRkWkNEiX+EelMZH1a2M3t9BRsdClStp0kdZd5HUNw1Dsa6B8ba52VoaVuIUyj6WkTloeoZV/5rIl4dJr86Gk20T4DITXsI/p8kZTOnb2cZaX2OETebXEp7L306mZ+NVCaT9fXSHx6w8IpqFCQbXHuqXzZDlKPDaX/ULYnR6lTFQvcXnsiBRWvJHKkvlS90yk1ZXzLVcdz/9gUHxe8tdvJno8w/xaQX5jM+5ZhSP/tPlff/Ov4eD9m2m/N8HwzRFGf6eDzv9+HC0raPjuKbJR1Ta5qwlTrJI4kwYtDyaQ03HyEUE2qmB6JbF941iJeap/NczAZzaBrrP/7p2v6vsHb2kgcibPUpuToc9uY+qj2/FNCpq/eISF23aRWO/Ct+8c/ml7ZJLpiZBsU2j79gD1z0pUHeq+dpCWn47hTEoOPPDqjsHo3jzJTuj5xEmUkWlCD54it7ubwJjk4p0bML1OCtVgVHugb4TRN/qpf3ic7m+N0bxPJ7uxES2eQs2DlrVzDT1xg6f/6dXt92qc/PQWkq0q3T9OY/ld1B4yid+6gaEPt2ItLiHTK92C8DmTqY9uR45NYnjAHRdUnU0R3+Jm8J1ekq0akZNpu4Og22aOrtEFCjUe8lWCqctUpAI1B2eJ3XOG5LpqLJeKKyFwpiS5GgW9LUb/e3wYa1qY2+TDOylZ2tPE8Ge241gSNPxinPonZvCN5zA8EH5skGyDpPOe5L953wHUvEQ2RFEWUkzvdVFssouczvsytP5sGrVo/43nYhLnEsh8AefEEnN37MG1ANrUAr2fPUumzlbs5a5YQ+BinqZ9KVyLNufHlSiQiwliRzKITJ7Wh/OkWz20/miUxmfy5KMSz7xFqkmh88dzKLpFsauejp/nsTSBljHA6cC9aOF94AginUVOzVJ9waDvU2tRqkKM3BQm8eG96C01zOx0YfgkA6/3Mvi2KM/etYPHHt7B/nt2MntllPZ/HKX7s2eQCmh5GH6bi9bvDTB5pZeZPUE6/vyQPX7sfeUeziV1eJ6e6kJTLNSARbcj8Rt5LHkpyFoai5aHU/lmTqcamF3yo2ed9sgFlvkGomwyWC54JMuZQ8IECjaXoRyTYHlKC1ZRwSoqzBeCPJ5ag9tTxKkZqIoknXOhFzWkFFiG3RniJW3+S7zxC0k65abPirFQ8DIbCNDoXiSsZXApOm6h41Z0hgtRhrM1DKUizCb9GAUVoUl7CqGUE8LLoyh7QVouTMqbVuasljx7ljkY5ZGfJZdHW3Yqe+ltKssmfcvSdl2xR0ZSvJQ782+ELJHJl7OyigIU+9zkdAfxgh9FSCwpyEuNguVgTvczWwiQLrooGhqWqa4svqt4O2Wn4ZUvY6XjV55LrVJIrcjwbTk/pkDqiq12K/2f7b2Efc2VRqO/tQGfBAxBQddImy6SlpsqJYcpzVfV8QSb0O516CiqiYnjXyrGS0npitew3ZpLRdGyRF9Ie/fU8uFbxamSKzwmKVYXkgJx6Q/V/27R/+kNqHnwj2nEjlssrHHhTEHt4RTc/m/7rNjRAkzOEj0RQi1I5m/dah9fy8I3Y5ILq8hsno5PHSb/hq2ITI70dWvxzEmq+gvUPZVi8EPNtDwWof8mN41PmWRfv4mGZ9MM3h0rGQ/+Zjy8fweedwoan1giejSPsELU3HMCpSpE/oqNpBsFhk8y+eGN5MOlp/yDA6QbesnsaiN4bJKFPY1kbt7FzC6F+gMm0e+/yOTdDTT8JP6y3zv+u80U3hgABQY/uZm2X+QwPCqZOgfJDvtvf3q3h5YvHWXqY9sJVW2i6YksM9c3ET6TZbHTQf3/Hmbxijb8UxaeOaj++UnMLd0Uws6X/d6Xg3s2R5UiiG8LUHvPWeZuWE/j0zksp5vROze+JC196jJB8xM607+7jZrTOUavdzO7O4ialwSGFWJHksS3BQifyzP8Vjc1xyXJzVHmNil0/GCGmm8PIV+3BTPsY/b6WqQCyVYVwwvVPz+Ftb6D+Q1+uv7kEIrbRe1cHdboBGosymJXix2DZFrI8SlUWUfr/86BtPBOCAbeE2D+GzvYc+er7/Lsu28nnmaJty+PMTZJoboR5bkTFLbtRUkXkRPTzH3YdpruuG+JyWuqGP5oN7FjBtkGQfU5CxnwIsMBtKzEcAtmtztQdAdNjy9R/+gUS1trmd3hQxgw+iYvTftVtGdOkvjvO0lsbMY3Bj3fmmDotiYUHfp+N0L0GGSjClKDpkfmMKq9TL6xgXwUtK7dND22QHpbA9mYgnNRYGWyeGYk0ecXGH9jmMans0xe4UUWdbDS+KdMUm0qrQ+lmN4bwIrPIfw+Gp6VeKYzpJu9YNpBu1pGYly9hZa7+kEvwl+//PG7pIJnbjbIC842CpbGiGeGNmecOjWJV9hXmoUgYXkYKdZwKttMfyrGxcVqiuVip0Q4Lt+gLbGSASXMVWqTUlGiGPaCbbnttOqVsU/JkC4nsJY00m4nlLOniqUn8fITb3nxLI/OLhVSYGU1MkWVQt5BuuBi3FNFwJFHERJNsfCoOpOZEPGMj1Tag1lUwVBKY5XyirfCu1ktr16OWtBWFQPWSgEjzNL4BlalwZcKoXIyPf9y1IGJzY8RLPNBLgmaZZe31sr3l7sImbyTuOoDIGc6mCkEKVgaWcNBSneTKTooFjWsVfv5Eqwi3q72W1pdFK12KkaAtLCdm8uFUFEsG/FJh1y2PRDFleyrSz3/wmRVNIQgX3Qwkwsy5o9QpWbx2vkPL1v0lIsdCxjSw2R1h138lbendN2v9gtSVQtLKJhWqahbBanIFRVjufPlkIjcqk6fs/RZ5sr18x8NoQGoGiiiPXmM4c/vIXzKQjEhscGPemv4VauVfrV/E91DU+S3dpBs0RDSHmk0P5bH2tiJ7lOo/sEhRHMDLIDn6bNQEybwwijx3++g9qFJll7XipaFkRs9uOMCdzyLNptk6P0NtP/tCBd2Gmi1MTofWtmmZ763k2y9pPMXGbSxOTKbG1nocZBpsih8ZDN1BzLMr3ERvGiR2Cio7tPxPtcHn4CRj6wh9qKOMGHyzc1UXyiQrXVQ/5yJ/+wcc+/djlaQyLdmGfgvnVx1zYovz9hH2hh7Y4iGqiy+U1N0HcxgpTMo4Spmb+1CKuCZgdiRNOk2HyOf2EbrQynE8QuI3g5iT6cRRZ2wS2XwIx1YLknkhCRTryDetonqkwuEBjzsv2cn19z66iTaxz6/jVBiGt/AGOJ1dhhF7WGd+CYP2UaJYwmavn4M/sb+/brnwXugj8S69TjiGVofshAHT5C4Yy/RA/OM3him4UCOfNSJkBAcyuGYWcI7GWLwtlpMb4y6g5J8tULds4vEd4ZwzEkKIUH/X26k6rygdt8U03fsIt0E7oSg9lAAeeAEzV+dY+ntWxh9VwuOTDN191xg6I96EWaUtgcWEXfH6fvTLn752A7bf+ZfwcDtHRQ+IGl5ZImRdzXQ/JiPqvOC/Jt3EjlToBjzsfi6zTQ8a8LHQUkkcc2HqPvbg8z84WX4JmxnY6tviOybtxH68Qt4rt+OWrSY73Uhzgwy9p+3ERo2qXs+xfw6P84lmNnhxtG7E1fCvofGjqbo+1gjbQ/myMWcBJ/qJ3l1N7EXc6jPncICRv5qJ3XPG9R++xjz79sJUuJ/9BTB6iryvfWYGzuIfecwor2F5kcSzO4J07QvRfw9m3HkJLpXED0uUfI6njmLhZu3kGpRaPnbY4z/4TY6/uwA+hVbCYzafNJCtYYWjyO2rn/FY3hJBY+ypHFRRJhZCvC0q5PLG4bYHRii0zFLEVsRdb7QwHMLXRwZbUHPOlYysqAksZUIl73qSc0ecQiHQBYFy7EBKvYCVxArYyDF7igAdjJ4UbXDGQ1QDBXLIZEOZZXbsARTWRmTlIzohHyZVelfQ4lsjQ5GUSFRVFl0etEcJqah2KZ7QmIaiq2WKo8TwB6plBVDenk/LMry6eXCRYC1SmglSkRtpF0IlRVs5TGgotsdHktZ1b0pFQ9WqYMGpQLyt2xu2IWavc1yueCxtyOfdWIYCoapsujwYEmby2Ra9nHJFx22AaG+6riIlxZ2v16MLRc3y8efZQ7TapKyLHFTyvwl6bBtCzAURJFlFVQ5yPVSoBgCs+yALaCQczCZDnLBV0dUS5Z4PAam/JejqzIsoCgV9iXXMTMftINtX2IiaF/3NqdL2HEkZY+i1YGicoX3hCXsDDIHICxEUaDm7QLHcpfHxax0uP6Dofae85jdTQink+oz4MhJMjEFtQgUipz5ykaq9vXT+IvfzKMZ3Z1B2bKOwC5bMaJloemeIYbu6KBQrTC/1ot7Duq+fZSZj+2m5lSOiduaaf3KCQrtUbK1Ttp/GsdKZwg+NUDwMR19cyeWQyG+1UftAR3PjMTqacFya4xc4WXowU5iRw3mNmq0PTzO5JubWFjjI+RQ0X0KShGqzwrC3zvAwu170YMQmLDovDtDfGeQ4httS7ump7Lkal3kIgq1LyRR40t4hlRSm2LkOiNU/+AQ43+2m3RjF13/a45DU5tp2DfP9FVh6vNxWr72Irmr1jP6kWa6/n6MyQ+tpemBKQwvtHz3PBO3rSFX78FS7Q5zssuH37OeVLML36ROfIuLpu+fozXXjDaewGgIU/1inotvjxJ+aonwEZNkR4xn79pB7TMLdP/j4G88B48+uoPaQybuJZ3h9zbSvC9Euk5DXtFLIaRQ+0IKbSyO0RpDaahbft/cJkFi/XqCQ5KB2yJETkpyOy/DdIKYmMWZDDO900O+RtL6SIHhd3jp/NR5Ln6oHjUv8E4JQofHCKkq0uXAdApCg0Xy1S7qDlikGxVyXTXkwwLDZ1GwBPmYC//6Xgp1fnI1CqYbHGlIXtNNyyNZtLkUhZZq5q7qpuq8RMtL+j4tQSilzLCX4vF/3onhk1TthqrzYL14lpbBAGP/eSNNXz6CuXsdY2/w0vh0AcMjmF9jL+uzb2gm2QHcvpfarx8EKVE2rEFu7kUpSkY/s5focQPnUpG6uwcRtVFyMUn1BcnENQEa9y1huR2MX+2l4e8PYly3nak9Lvrf46PzvhzaYg7t6AUs3UD3KRgeFwuf3Yk7LmjcXyRT78BfFSJ4scDom8NouTDRF/PMr3HR8OAMsqeD6asi1P7wNMqOMJNXBMjXSDruTaEUDRibYuwjG2j40guM/9luWn82zfCfbrPXx6u2IgxJfAd0/SSNMCwG/mYv3Z9/ZVn6paWlWyAyGnldoeB08iwdnPPV4VINW41lqWR1B4sZj13slPkJSukGLQAh7AWzjNKibLmsVcGM9ghDmqIkgy6/l2WeAgpYmrTTqlenVEuBLI1AlnOElhVOYsXN9t+K8ijFAqVgE4WNgoKhaStdiVXjlmXpsYSXVBvLMQ8rP5MqlO2RZekJvxStZR8eyXIHZ1mdVDqeVlnsJW0OyHKxZArbgK881ihv26Vitbyb0v4Jae+eoWBIjUXLS0pbqVKktB2ZjaJq51Gt7lSUuSW/CQpIZKlQKRewlNyOKY0oSzVTSdGm5uzUeROr5OBdSis3bGmu5bZ5P78VSvlkVk5jYcnHOXcdfrUAQIs2T0Ap4sbEIV7a1TGxx7zTZpCpfAgz7UDJ2Zlwy+etFLi63AEs+wstXydy1WaUVG3la6xUfEqHtDNqlZf8uv2e/4Acnqn3rSV2JI3S3EBis8Q/qpJqtxCGIDDaROiBF5l9/1ZG/lkQOWtiugT+sTzDb/XgSAtcd0Ldd4/ha91E7d3nsXpbGXtvB21fOEb6hs2kmlR8MxZs6qH+yTkynVW03Z8g/fr1TF1WVqW4kWvbGL7JT93zJpYqCJ6Mk76+lnRzFZHTEsup4hyepW1MJbW1vmTPAcmt9TiTkpp9tjtvoVoSO24SOD3H7B17if3sPMlre/ANJsk3+qm95yxTv2M/6Y5f46XtG2dIvX89U1cEqX9aogxN4pqrYvIKL6HQTqoGTEInE4y8M4YzBfHd1dT+wyEsoTD86e04lwTRYyb5nlr84xZDt9Wh+y1m3tlLtl4SvCiofjGB7q8hdM8RlN5O3D4N7cmjmLsvQxoGo//Jj2/cx+Ia6P3mEoExiwt/0kb0CKh58M1YTF0bZuShMLpPEjsiCQxnyNV7kIpAXSdY7NRwJlWCIxZDN/no+fsp5i6vBwnjrw/Q/KjFwLu8dH98ZdEz3ZKeu+aYui6KKwFVZxaZvT1E+JSgsKWdbJ3EtSAIDUJinZvG/Tps6qH9c8cY+YvtxP7nAawt68CyGL8+TMPTKZRzIzQMVSMdGr4xH+pSDmtvjI7780hNQUsVGLkpQts9s5hbYninJI6sxHffIYY/vwepeHHHBQ3PpFFODTL5e5uJ1NUiPS4ee7gW021zjZxJO9i19ceHGPrcTnJRQc1pneJ/2kF8i5NClUSs62T8Wi+uRYhvcREaMpm6zF5cao4skK0LExrJoa7rIbEtjH+iiGt0nvj1IRxJmN2uomX9WG9YjztuGwc6F4s0f6ef5HU9eCfzVA1YsGcTjvk8bd8cYPBP1qHNJjEHhlHX9TDw/jA9357CjAQIDQi08QQyn2fxXb0QriJb5yR83kTNWZguFWdKgq6T6ajCdAlm37OBYkgQPmcgh0BJZSk2V6O5m2l6eJ6JP95Nw7M5FrfFiB03WOjWGLvWQ/sXTtAz4GPkji4sB3T9YJ6RP3jlDs+lyVVKSiCRV5A5laWkl7FEFf0zUQZmahiZiTCTCJFLuUtyWGXFCXeVp4ooe49Yq548y9Lr8sJWeupd7TOyjPLiraz87ktQLj7Kfi7y1/7vEiFL0p9lgnVRsYu64sqr7Bmz6k0rrzJWydBlyUtFKqWFSshlHxX7Vd7P1U/5qz5/9ZksjwPLnJ7ye3+Lcc5L9uPXCztlZXGWhoJZVCnmHbb8vKhhFFW72Cmoy4qjV7UdJbn9S5ymlZV9s8nbqz7LYtnmYFntVLrebKqUzXNRXP8X5jpSgCEw8hqLOQ/xYoB5w09GOtFLZKpfL3YA8lKzVWuG4yVxKsLgpTYD5Q5l+ZpZfczEyr+yTFSGl4y3pMMmdVcAgTGDdIuX/jvqUPMC14Kk++NH6PnCADO7XMx8cCtLndD6i0XiWxWyMQUsmzgeOWNS970XWXrbFgyPwtxN65FHz5KrlUzdsY3gC2M0PDpL1YExsg0eFraESazXKEZ9FIIq3XfN0vXVQaYuD6D2j9P1pT68EzkSG1Wm3lBH5+dO4poX5MMKM7t8oCjMvL6JxFqNVLNG65dfJHh4nHxEsHB5C7FjedxzguDxaVAVQoNF+j7ZS3yrQqo3xOTlDgrbu3At2Oe+WG2R39FFukUSGjKYviwE0mJus5e27w8SvP8YgZ8fZeSWGNIBgXGTyJkM0pLoV25EywoMP6RaVLQnj5FuVOj4+gDBQYXa+wfwzAi8kzmy7VVEf3SC5Dt3gGWx1OZg8It7af3eANmr19L+tTO4Fy267k4ydFsTulfQ+V+fJ1ej0Pz9C/h/eYpcVNL+rQHaH8hR/dwY8+v9+EZSpBtU2r5+mvq/PUiyA9LNCuFTMPyeBlLNguBwDsMnuXhjiNZHDBK3rRCh6w9Iht4dJfaNA3ZSuqbQ/aMUSz3gOjlKxxdO44lLUq124rblEly8MYBaXUXz41nSt+5BZAuImXmyjRbi2DmWblzP+DuaMGJBCjVuxt4SQxighxws9LpYXBOg+rzJ4G1RXPOS2AN9eGd1tNZm6p816bw3TdMj88yv9WGt70AqMHdtC0tbY7R+5nk6fpam9kieYkCw1AVsXUvXD+eJnDXwHRsjH9aoO5THnRAM31RNx7cHiR7P0/RwHN0ncC7a9wHT5yJ2TEd55iRG0I170UQPqEi3i7a7J2j63hkCI7aCrOHZPLmYLZ+f2eW1nyAB9cV+gvcfQxuZQV3KMPHB9XhmBdmeCIkP7UFk8ziXBNnuGi6+KYDhczB3TQvDH+slF4OBD8SoOjlPYH8f3oEEs9scRI7MUVjbiOUUGB6I/egkah6ElPh+eRIWltDSOvHtQSyvA9eCxDk8i+kUeMYz1H/1Bdrvmyd5wwYmb+2i/a4he0x8c5jQwCvf8y6pw9P58YOX8rbXBHo+euj/9Sb8P0XPHZdmh/5aQMefvvx1PwqMEgVerZFcnG5enihawf89uBZ11OdO4R+xxzzaRALDMFi6ugPDK2l+JElVvxtR0FFzAteiRDoV1nxplMHfb8X3oEHooVMMfnITXV/uY+izu1CK4ElYjN/SRuM/nsEyLdzxGlLNPpofmmfsxjBNTyzR93tRev5BEj6nY6xpIdnpIXJgGjUfIHo8Y0uKFVt5k+mEC3/UhG9c0PzYEul2P5nrN5Bs0Wi69yJ9d7YQHHJRezhD30ca6PrLkyT31hA5AVV9GdT+cRIb1zC9y4VWipNqe6jIxFVuun68xMzeELXfOIhobKDu+y/S99nNuOYFrT+dwD0niX3X/tse+dQuYrXb8fctYHpqqHvewNufQLpcSA2mbulG90NxfTPVfQbqhTG80kICc5sFmbookdMF1IKT8d/povGbx5CqSnyrgjvhInrSwPfLk2TfsovgmMHYB3oJjlrUHjWhqGO6VdJbGsnXCBgYJXtrFaMf20DrD0aoe8E2nguM5PAknEzv0XBenCPU30xgtMDEVS7aPncIvls6+RIanikgNI3Of5rECnhIbKmi68t9ICUDn9yAa17gnbbNIH2PncY30obZWMPEVV7qDhftoFWng4778gx/didd353AuryB2W1eQsMGnrgk8rOTJG7ZRORUlvhWH460pON/nEDftQZ9bQsXb3DQ/ekEyZYm5jYGaPvhKL6ZAEKCb9Ii+NPD6NduQauNIReziBPjhH2b8UxlUHI6TMXx6QZzb2gn2S4IjFo0PTpPIeZj6Pc6qe6zcA3nERa0fvkYfA6Uw2dwbltL8t07qX60D8ekD5nJIhwOcusbcTw5ju4T1B1Moc0swlXNFEMWTfty5Hd1E9zfj5nLMfaJvbR88ShicQmsBhr+8TTGhnaql3QGP9CIf1QiNUHTk1nU508T6Wwj8lACIlVMXV/P0vpq5m+tofXBJVrvGqC4tgnn2AK6P0r0RZ25d21Cy0vimxwUr9hK95cHML0atU9OM/T+ejp+PMvMm1rwTxpMXhuiaawKZuYJzcwTTKXJ712Ld0aSahV4Z17esRkuseCpoIIKKvj3gmzMSfK/7KIQlrR/4hBybRcaDTiyFlJVGL8+hHdakotGqD+YJ9nmQjvSR+bqdXR8c5DZD2ynGBQERiT6mmZcCYHhA99kgerHLpLf0YUjrTPyVi/BfsnUNWFa/jnO8C1Rer8xzuitTQRGLVJNXhxZycSNDTT8KoPh06C+CueSxHJA548WEEWdgQ/GEH2jFDZtwDdtEBo2kD4PkVMStSiRqkL9QROkJPb4GOb0LPEPbcfYvYb6Zwu4Dp5H39ULwNQeN7rfIt3pJ9ll0dDShBXwIZIpFB3qns8ze3UDnoSF4vUy8ocbqDlpUgiq+HXDTplv0TBdUdx1IRofX2J2T5DWfxqi/486CPWDTxGM/e56Gr9yiKZ9RZJtToQFhYggNGiiRMLIVBrvlKAY0ohv0XAl1jJxpUrd8xaFsCTwVXsUlry2h+CpOUQmh3f/EsN/tom2B9LkYx5koYB//3mS16+lEHExeblK+AwM395C2/1zjLyjhqo+C6Wtefnc615B8PkJ9N0bKHpUpl7nwnRJMg29OFPgH4VUm8TwQe3fH8basY7BW7zEDkPbPdPk28NoSzniuyNEfniUuqotDN3ehCMFjd85hWiuB1HF7Ps2YfgEE1f7CJ8zEVISf+9mYk9Nk1kbJXJCoNSuPAyZs3G8h3LIbI6g2kXq1p0srFGIeVrx9c2jhqvx/uockx/eSGDUJDg5Q7YzTCEkaLtvOX4BXwAACl9JREFUHjGTIHV5B77RNC1/eZTBL+4l1dSMb8pi9jY7F2voL3fScW+S8P4RcLuRyTQjd67F8Ek67k0y+/u7SLVb1D9tIJNp2u6fR2QLMJtAKRSY+Oh2cjFJ19cGSN2wBUWXNOyfR1SHUDNFhm+uouOHMyT2xHBPZpm6MkTDEY1MTxh6wuQiKql2Sd2zSwT7BEtrQ6SuC6EUoEYJ43nkGGpdLVq+lsVOF5GzBt7JHBPv66bpp0MM/X4H7V84Qf+nNtH9N+exOhsxNzkQwQBkc8ze0EG6SVB7VCdy70kiUjL5e1te8V5waSOtCiqooIJ/J/BO2Xb2tYctcm/ZztzOMFZNiIUeB74xu40ffXoS97yBHtCIvLhE4pZNGB6FpSvbcaQlTXedsV1lx+fR8hI9INGWCvT9eTd6QEMcOUvNcYkrJdH9MLerBj1oYVYHQEJ8qyB2IIF3Wid2JEOhxoXr4HkG3+nBmZRkmkBM2IuHWhCIhlpSbQLP02fJRlXm9kaJPDdJqlkl3eRiepdK9toNGPXVDHx+G7X39VF7OEOmwYnwuFnssqMjWr95GldCIfirIfyjChff08zQe6qRbQ00/krH0gQ1PzlOsl1l9KMbaL9rCEfapBgUMDdP998Nk60XJNtULt7gZuZ1IfxTJlasmvoDJq4li/hbe2n61imWbtmB86kT+CcM5ja50H2w1KEyclsbk7dvwDNnEd+s4VyEias9tP2iwEKPSuSUJPH+ncztDJPYoJLYHcOKVjF/8yaCQ7ZvzEKvBlVBJj+wgXSDimc6S+svC+RrBHWHisixKeqfLxDfDpk1K4WFb0pn5IMdJNvceAbiFKssWh+xOyGGB+qfmKXnS4N0fOUsA3+9A3Xe9vBZ7FLIdUaIb3Eih0ap+ekJpKGTjam458A3bSE0jbmdEbwXk6Rboe5gmnyNhWvRPq6pdrh4az3JFg3ftE5mTZTQsI4jDeaudczc3MPIx7cwu8NP4J7DqHnwTOewgh6m3t5O7vI1NP1slPgWhf7/tg7vaJJ0i2TsxjDFDc34nziLMh5n5K/2EuqH5kcShF9coPaZOQDUvCCxNYhZF8FsiJDd00XdC0U8U4KRt4ZQ87YQQ+R1pt+9But0P2PvqMfK5WFdF5lmi7pDJvEbO1nsVvHM5Ji+Mkx6Uz16tYf2vz6BGfZRs3+Mi28J0fTgJJMf3Yb3yTM4F3XSTYLer14k1xzAOnEOS4N8jcQ/ZTG920Xqph30/UEL8S2l3LWIyuA7/ThSkr4/bkcpwNidm3GkBcLrYfz1QWLHiiS31DL23k6S7dD+d2dwP3ocY0cPqTdtpPGRl7d1gErBU0EFFbzGkdjgwfBIAufmWejWUAuSXKMf55LElbRofjwLhkkuqrHUrjH9uipqHhnEkbaYX6+SiyrkdnfT+POLGKMTJDug5dEC+TovXX9xHN+DR1E6WlEMyew2QWjIwpW06LwnQ7I3QPM/z6LmBfHdEVxTSSau9pGJqSjRCL3fnaf6kXN0/PVpzIUFqs+mwIL+D0WpP1CE7lY8CZPAWJELdzZQdzBDYrOg6/szeKazzOwO4JlWkLk8i91eqs+lmX9jNyUOPVZvK4ZXMvv2LkwXtNw/Q+SkhOEJXE+fJtnqhJ42mh6ep/WHI8hMFu/ZaWLfegFUleTeVrxTksZfzKAWBPU/OU+yWUNMJfCfnCJ0bBrdL5h75wayMYWLn9iF9/AQTT8fo+Or52h+OEFg1MJyQj4sbIXbz8cw3RLXcBzflMS1ZJKtEziyNm8qfGqJ2d0hku2C8A8PM3N9M42PzjP5pnpiRzK4ExaJTQHmNrnJRySZWgfFXT3oAZXWh3XEqvBoISWt90xhOQTjb2+i59NnUHSTqgGTfEQytyfK1C1dSN0g1CcQmRy9XxmlaV+Gses0e5G+eiNjf7CFzE278E0bNNw/ROjeY4jqEKHBHNLloO0TB0m3eOn9/CDFoIbvvkM0PK1TqJbU332eme1O5tc4KFSptnz+/DieOYu2BxbBgsEv7kTNwdjrAwy/zU9o2MD16DHy3bVIB0ROSXLNQaouQOMXDlIMaShVIWR9DbWHTaKHk6AbjN0QwQzYBYRvUhJ9Ls7om0Nw/BwLaxxMXOGgELbdlKMPDdDyaJHkxgiZRpi/fRe1R/Jc/IsdKOkcPd+aIXB0kppjS2gZO3leGBLdpzC30c3M7ZtRcjr9H2um/aunWdxeS75GQnszpkclMCqZvrGVuQ0Oxv/8MhIbbAWte07HPyFJNyqE+sE7YxH71QzeuIlvXOBKWnR/Z5rmrxylGJLEjukMfbgNLWs7QHt/fgipQvV5yYXPrGXij3fhvDCJe15n+F2xV7wXVAqeCiqo4DWNmlM5Ov7iEIO/U4PhB90v0LKmHfj5w+dJN7sZ+mAL4WPzFKrsJ39qqnE/fYb2r5+nql/HcihMvr2VgS/vxH9RMLfJzfw6Bwu3buPiJ3cx/pZaXIsGXT9ZRDEkc5tUxLFzVL8wxeBtUdwJqDm+hMjm8U1J/FMG5vgkhfoAxa2dzL9jA/r1O5i4OkjL5w4iFVjsdJJp9TO3SaMY1AiMKMzs8RE9Jsl1hJm6PEjj/SMoJvR9biO+GYNcnQfvrIFZ8vNTFtJoWVtkYGkwvytK8L4j6Nu7EW4XxSrB8M1hRFFn/qoWcpf1cvF9LUz86W6yuzsRliTZLbl4cy2GR5K+oovImQLZHW2YsSqKLWHc8xbJDsg0Sdq+dILc9nYuvrsZaRhMXRMhOJKn8ZvHCJ8voAclM69vov5Zg4m3NiMVGL9GQzEhXy3o+B8nkGcGqHt0gqancigdrYRGiky+IUzDj88zeaWPuW0QOZEk1WbR+eXzFKoFk1fYHS3XwfN4R1YcjF3Dc8xeU4fhhob9C0x9cCPi+AWCJ2bp+uxxah66QGDMIHHLJmqfmmX0fW2gKIxf66PnO7Pofsn4NRqNX3wB73QBw6PQ/wftiN4Ozt9Zx8RVXkyvxvDn9+KJF8nuaMP3+GnUNV14hhfo+W4cdIPYcR1hQXw7BIZh4L924Z0uILIFImfzdPwshyMtcS1Iqi6Ac7GAVl/LxRscuGcFocEspksQe24OramRbERl7NYWZvaGyIVV8g1eUhtqyMUkhahd8ISGi/R/KErjUzkW372Dxv91ns4vnqHjG/0gwehpZKndyfxalc4fxHFmJM6xBbQMZLsjmGE/ZiwEUpLstGjcr6MWQctZqEVJ9B8OYQRcNO0rsvDmdViaoOuuKfQaL6ZToebJURwZiTMpCZ838Y8Kuv7bMUy3QiEkqP+fR4keXqTqwTMMfqAWNWfS8JMLhJ7oY+Rd9Qx9ZhutD+cYv06l43ujZOslvvNx1K52Gv/uKAtrBZ0/y2N67KR4qQjav37uFe8FQsrfVrZTQQUVVFBBBRVU8P83Kh2eCiqooIIKKqjgNY9KwVNBBRVUUEEFFbzmUSl4KqigggoqqKCC1zwqBU8FFVRQQQUVVPCaR6XgqaCCCiqooIIKXvOoFDwVVFBBBRVUUMFrHpWCp4IKKqigggoqeM3j/wBKjau8GTu0ngAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 10))\n",
    "plt.subplot(1, 2, 1)\n",
    "fig_img = monai.visualize.matshow3d(inverted[\"img\"], title=\"inverted\", fig=plt.gca(), every_n=4)\n",
    "plt.subplot(1, 2, 2)\n",
    "original_img = mt.LoadImage(image_only=True)(original_filename)\n",
    "fig_seg = monai.visualize.matshow3d(original_img, title=\"original\", fig=plt.gca(), every_n=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZzZUNX5kIdrK"
   },
   "source": [
    "For more information about different sampling strategies for 2D slices from 3D images, please see also:\n",
    "- `PatchDataset` -- when # slices per volume is predefined: [tutorial 2d_slices_from_3d_sampling](2d_slices_from_3d_sampling.ipynb)\n",
    "- `PatchIterd` -- when varying # slices are sampled from the voulumes: [tutorial 2d_inference_3d_volume](2d_inference_3d_volume.ipynb)\n",
    "- Slicing window inferences (2D model scanning through 3D input): [tutorial 2d_slices_from_3d_training](2d_slices_from_3d_training.ipynb)"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
